diff --git a/notebooks/Arrays_Cyrill_data.ipynb b/notebooks/Arrays_Cyrill_data.ipynb
index 6103cab..b242995 100644
--- a/notebooks/Arrays_Cyrill_data.ipynb
+++ b/notebooks/Arrays_Cyrill_data.ipynb
@@ -1,9216 +1,12274 @@
 {
  "cells": [
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "# Preprocessing part 2: preparing the arrays\n",
     "In this notebook we take 2 datasets prepared in spark: stop_times and transfers, and prepare them into the array format needed to run RAPTOR"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Outline\n",
     "In this notebook the following actions are performed:\n",
     "- Read csv files stop_times & transfer\n",
     "    -  Check order\n",
     "- Change arrival_time of first stop and departure_time last stop to None\n",
     "- Prepare dataframe to arrays\n",
     "    - Stop_time\n",
     "        - Transform times in datetimes64 format\n",
     "        - Make sure ordering follows algorithm structure\n",
     "        - Create array and pickle\n",
     "    - Routes\n",
     "        - Couting unique stops and trip for each route\n",
     "        - Create pointer for Route_stops by cumulative sum of unique stops for each route\n",
     "        - Create pointer for Stop_times by cumulative sum of non-unique stops for each route\n",
     "        - Delete indexes to routes that to not have any stops, just in case\n",
     "        - Transform everything as integer\n",
     "        - Create array and pickle\n",
     "    - Route_stop\n",
     "        - Get unique stops for each route and check order\n",
     "        - Create array and pickle\n",
     "    - Check Indexes Routes correspond in Stop_times and Route_stop\n",
     "    - Stops\n",
     "        - Count unique transfers and unique routes per stop\n",
     "        - Check number of stops in each count\n",
     "        - Join count of unique transfers and unique routes, by paying attention on where to join\n",
     "        - Order by stop_int\n",
     "        - create array and pickle\n",
     "    - Stop_routes\n",
     "        - Create a dataframe from stop_times ordered by \"stop_int\" and \"route_int\"\n",
     "        - Check if number of stops and routes is conserved\n",
     "        - Create array and pickle\n",
     "    - Transfers\n",
     "        - Create dataframe, order by stop_int and make sure there are no duplicates\n",
     "        - Create array and pickle\n",
     "    - Check\n",
     "        - Indexes of stops correspond to stop_routes and transfers\n",
     "        - Check coherence between stop_routes, routes_stop and stop_times\n",
     "        - Check if files can be read correctly from pickle"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Import packages"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import numpy as np\n",
     "import pickle\n",
     "import itertools"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Read files\n",
     "Before running make sure the .csv files are in /data . If not run notebook \"transfer_to_local\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
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        "      <th>Unnamed: 0</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
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        "      <th>stop_lon</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
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        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
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        "      <td>Zürich, Segantinistrasse</td>\n",
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        "      <td>18:08:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Zürich, Giblenstrasse</td>\n",
        "      <td>47.410728</td>\n",
        "      <td>8.485953</td>\n",
        "      <td>Zürich, Rütihof</td>\n",
        "      <td>2524</td>\n",
        "      <td>1</td>\n",
        "      <td>17:48:00</td>\n",
        "      <td>1363</td>\n",
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        "      <td>26-46-j19-1</td>\n",
        "      <td>8576241</td>\n",
        "      <td>742.TA.26-46-j19-1.8.R</td>\n",
        "      <td>8576241</td>\n",
        "      <td>18:09:00</td>\n",
        "      <td>18:09:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Zürich, Heizenholz</td>\n",
        "      <td>47.412297</td>\n",
        "      <td>8.483905</td>\n",
        "      <td>Zürich, Rütihof</td>\n",
        "      <td>2524</td>\n",
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        "      <td>742.TA.26-46-j19-1.8.R</td>\n",
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        "      <td>18:10:00</td>\n",
        "      <td>17</td>\n",
        "      <td>Zürich, Geeringstrasse</td>\n",
        "      <td>47.414443</td>\n",
        "      <td>8.480438</td>\n",
        "      <td>Zürich, Rütihof</td>\n",
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       "text/plain": [
        "   Unnamed: 0     route_id  stop_id_general                 trip_id  stop_id  \\\n",
        "0           0  26-46-j19-1          8591371  742.TA.26-46-j19-1.8.R  8591371   \n",
        "1           1  26-46-j19-1          8591358  742.TA.26-46-j19-1.8.R  8591358   \n",
        "2           2  26-46-j19-1          8591158  742.TA.26-46-j19-1.8.R  8591158   \n",
        "3           3  26-46-j19-1          8576241  742.TA.26-46-j19-1.8.R  8576241   \n",
        "4           4  26-46-j19-1          8591155  742.TA.26-46-j19-1.8.R  8591155   \n",
        "\n",
        "  arrival_time departure_time  stop_sequence                 stop_name  \\\n",
        "0     18:06:00       18:06:00             13     Zürich, Singlistrasse   \n",
        "1     18:07:00       18:07:00             14  Zürich, Segantinistrasse   \n",
        "2     18:08:00       18:08:00             15     Zürich, Giblenstrasse   \n",
        "3     18:09:00       18:09:00             16        Zürich, Heizenholz   \n",
        "4     18:10:00       18:10:00             17    Zürich, Geeringstrasse   \n",
        "\n",
        "    stop_lat  stop_lon    trip_headsign  trip_short_name  direction_id  \\\n",
        "0  47.405111  8.493490  Zürich, Rütihof             2524             1   \n",
        "1  47.407446  8.489969  Zürich, Rütihof             2524             1   \n",
        "2  47.410728  8.485953  Zürich, Rütihof             2524             1   \n",
        "3  47.412297  8.483905  Zürich, Rütihof             2524             1   \n",
        "4  47.414443  8.480438  Zürich, Rütihof             2524             1   \n",
        "\n",
        "  departure_first_stop  route_int  stop_count  stop_int route_desc  \\\n",
        "0             17:48:00       1363          18       879        Bus   \n",
        "1             17:48:00       1363          18      1025        Bus   \n",
        "2             17:48:00       1363          18       704        Bus   \n",
        "3             17:48:00       1363          18        57        Bus   \n",
        "4             17:48:00       1363          18       187        Bus   \n",
        "\n",
        "   monotonically_increasing_id  \n",
        "0                1632087572480  \n",
        "1                1632087572481  \n",
        "2                1632087572482  \n",
        "3                1632087572483  \n",
        "4                1632087572484  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "#stop_times\n",
     "stop_times_curated = pd.read_csv(\"../data/stop_times_final_cyril.csv\")\n",
     "stop_times_curated.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We drop columns not useful to us"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
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        "      <th>stop_lon</th>\n",
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        "      <th>monotonically_increasing_id</th>\n",
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        "      <td>47.402010</td>\n",
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        "      <td>Zürich, Schwert</td>\n",
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        "      <td>8.504611</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
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        "      <td>201862</td>\n",
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        "      <td>8591039</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
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        "      <td>07:02:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Zürich, Alte Trotte</td>\n",
        "      <td>47.397766</td>\n",
        "      <td>8.507252</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
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        "      <td>Tram</td>\n",
        "      <td>2</td>\n",
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        "      <th>3</th>\n",
        "      <td>201863</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591121</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
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        "      <td>07:03:00</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Zürich, Eschergutweg</td>\n",
        "      <td>47.396270</td>\n",
        "      <td>8.512040</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>307</td>\n",
        "      <td>Tram</td>\n",
        "      <td>3</td>\n",
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        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>201864</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591417</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591417</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Zürich, Waidfussweg</td>\n",
        "      <td>47.395498</td>\n",
        "      <td>8.518400</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>347</td>\n",
        "      <td>Tram</td>\n",
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       "text/plain": [
        "    index     route_id  stop_id_general                   trip_id  stop_id  \\\n",
        "0  201860  26-13-j19-1          8576240  2064.TA.26-13-j19-1.24.H  8576240   \n",
        "1  201861  26-13-j19-1          8591353  2064.TA.26-13-j19-1.24.H  8591353   \n",
        "2  201862  26-13-j19-1          8591039  2064.TA.26-13-j19-1.24.H  8591039   \n",
        "3  201863  26-13-j19-1          8591121  2064.TA.26-13-j19-1.24.H  8591121   \n",
        "4  201864  26-13-j19-1          8591417  2064.TA.26-13-j19-1.24.H  8591417   \n",
        "\n",
        "  arrival_time departure_time  stop_sequence              stop_name  \\\n",
        "0     07:00:00       07:00:00              5  Zürich, Meierhofplatz   \n",
        "1     07:01:00       07:01:00              6        Zürich, Schwert   \n",
        "2     07:02:00       07:02:00              7    Zürich, Alte Trotte   \n",
        "3     07:03:00       07:03:00              8   Zürich, Eschergutweg   \n",
        "4     07:05:00       07:05:00              9    Zürich, Waidfussweg   \n",
        "\n",
        "    stop_lat  stop_lon       trip_headsign  trip_short_name  direction_id  \\\n",
        "0  47.402010  8.499374  Zürich, Albisgütli             1831             0   \n",
        "1  47.399730  8.504611  Zürich, Albisgütli             1831             0   \n",
        "2  47.397766  8.507252  Zürich, Albisgütli             1831             0   \n",
        "3  47.396270  8.512040  Zürich, Albisgütli             1831             0   \n",
        "4  47.395498  8.518400  Zürich, Albisgütli             1831             0   \n",
        "\n",
        "  departure_first_stop  route_int  stop_count  stop_int route_desc  \\\n",
        "0             07:00:00          0          26      1221       Tram   \n",
        "1             07:00:00          0          26       816       Tram   \n",
        "2             07:00:00          0          26       776       Tram   \n",
        "3             07:00:00          0          26       307       Tram   \n",
        "4             07:00:00          0          26       347       Tram   \n",
        "\n",
        "   monotonically_increasing_id  \n",
        "0                            0  \n",
        "1                            1  \n",
        "2                            2  \n",
        "3                            3  \n",
        "4                            4  "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_curated = stop_times_curated.sort_values(\"monotonically_increasing_id\").reset_index().drop(columns=[\"Unnamed: 0\"])\n",
     "stop_times_curated.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
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        "\n",
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        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Unnamed: 0</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>stop_lat_first</th>\n",
        "      <th>stop_lon_first</th>\n",
        "      <th>stop_name_first</th>\n",
        "      <th>stop_id_general_2</th>\n",
        "      <th>stop_int_2</th>\n",
        "      <th>stop_lat_first_2</th>\n",
        "      <th>stop_lon_first_2</th>\n",
        "      <th>stop_name_first_2</th>\n",
        "      <th>distance</th>\n",
        "      <th>walking_time</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>8577912</td>\n",
        "      <td>248</td>\n",
        "      <td>47.259187</td>\n",
        "      <td>8.598099</td>\n",
        "      <td>Horgen, untere Mühle</td>\n",
        "      <td>8503204</td>\n",
        "      <td>537</td>\n",
        "      <td>47.261607</td>\n",
        "      <td>8.596904</td>\n",
        "      <td>Horgen</td>\n",
        "      <td>0.283831</td>\n",
        "      <td>340</td>\n",
        "      <td>317827579904</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>8577912</td>\n",
        "      <td>248</td>\n",
        "      <td>47.259187</td>\n",
        "      <td>8.598099</td>\n",
        "      <td>Horgen, untere Mühle</td>\n",
        "      <td>8573555</td>\n",
        "      <td>755</td>\n",
        "      <td>47.257662</td>\n",
        "      <td>8.593212</td>\n",
        "      <td>Horgen, Bergli</td>\n",
        "      <td>0.405876</td>\n",
        "      <td>487</td>\n",
        "      <td>317827579905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2</td>\n",
        "      <td>8577912</td>\n",
        "      <td>248</td>\n",
        "      <td>47.259187</td>\n",
        "      <td>8.598099</td>\n",
        "      <td>Horgen, untere Mühle</td>\n",
        "      <td>8503672</td>\n",
        "      <td>1323</td>\n",
        "      <td>47.262351</td>\n",
        "      <td>8.597596</td>\n",
        "      <td>Horgen ZSG</td>\n",
        "      <td>0.353874</td>\n",
        "      <td>424</td>\n",
        "      <td>317827579906</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>3</td>\n",
        "      <td>8577912</td>\n",
        "      <td>248</td>\n",
        "      <td>47.259187</td>\n",
        "      <td>8.598099</td>\n",
        "      <td>Horgen, untere Mühle</td>\n",
        "      <td>8590663</td>\n",
        "      <td>1335</td>\n",
        "      <td>47.256547</td>\n",
        "      <td>8.602321</td>\n",
        "      <td>Horgen, Wannenthal</td>\n",
        "      <td>0.433241</td>\n",
        "      <td>519</td>\n",
        "      <td>317827579907</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4</td>\n",
        "      <td>8587970</td>\n",
        "      <td>249</td>\n",
        "      <td>47.307085</td>\n",
        "      <td>8.607855</td>\n",
        "      <td>Erlenbach ZH, Föhrenstrasse</td>\n",
        "      <td>8587980</td>\n",
        "      <td>406</td>\n",
        "      <td>47.307182</td>\n",
        "      <td>8.613505</td>\n",
        "      <td>Erlenbach ZH, Schützenhaus</td>\n",
        "      <td>0.426166</td>\n",
        "      <td>511</td>\n",
        "      <td>317827579908</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   Unnamed: 0  stop_id_general  stop_int  stop_lat_first  stop_lon_first  \\\n",
        "0           0          8577912       248       47.259187        8.598099   \n",
        "1           1          8577912       248       47.259187        8.598099   \n",
        "2           2          8577912       248       47.259187        8.598099   \n",
        "3           3          8577912       248       47.259187        8.598099   \n",
        "4           4          8587970       249       47.307085        8.607855   \n",
        "\n",
        "               stop_name_first  stop_id_general_2  stop_int_2  \\\n",
        "0         Horgen, untere Mühle            8503204         537   \n",
        "1         Horgen, untere Mühle            8573555         755   \n",
        "2         Horgen, untere Mühle            8503672        1323   \n",
        "3         Horgen, untere Mühle            8590663        1335   \n",
        "4  Erlenbach ZH, Föhrenstrasse            8587980         406   \n",
        "\n",
        "   stop_lat_first_2  stop_lon_first_2           stop_name_first_2  distance  \\\n",
        "0         47.261607          8.596904                      Horgen  0.283831   \n",
        "1         47.257662          8.593212              Horgen, Bergli  0.405876   \n",
        "2         47.262351          8.597596                  Horgen ZSG  0.353874   \n",
        "3         47.256547          8.602321          Horgen, Wannenthal  0.433241   \n",
        "4         47.307182          8.613505  Erlenbach ZH, Schützenhaus  0.426166   \n",
        "\n",
        "   walking_time  monotonically_increasing_id  \n",
        "0           340                 317827579904  \n",
        "1           487                 317827579905  \n",
        "2           424                 317827579906  \n",
        "3           519                 317827579907  \n",
        "4           511                 317827579908  "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "#transfers\n",
     "transfers = pd.read_csv(\"../data/transfers_cyril.csv\")\n",
     "transfers.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
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        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
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        "\n",
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        "\n",
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        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>stop_lat_first</th>\n",
        "      <th>stop_lon_first</th>\n",
        "      <th>stop_name_first</th>\n",
        "      <th>stop_id_general_2</th>\n",
        "      <th>stop_int_2</th>\n",
        "      <th>stop_lat_first_2</th>\n",
        "      <th>stop_lon_first_2</th>\n",
        "      <th>stop_name_first_2</th>\n",
        "      <th>distance</th>\n",
        "      <th>walking_time</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>6232</td>\n",
        "      <td>8502508</td>\n",
        "      <td>0</td>\n",
        "      <td>47.415446</td>\n",
        "      <td>8.377185</td>\n",
        "      <td>Spreitenbach, Raiacker</td>\n",
        "      <td>8590268</td>\n",
        "      <td>815</td>\n",
        "      <td>47.414212</td>\n",
        "      <td>8.379521</td>\n",
        "      <td>Spreitenbach, ASP</td>\n",
        "      <td>0.222963</td>\n",
        "      <td>267</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>6233</td>\n",
        "      <td>8502508</td>\n",
        "      <td>0</td>\n",
        "      <td>47.415446</td>\n",
        "      <td>8.377185</td>\n",
        "      <td>Spreitenbach, Raiacker</td>\n",
        "      <td>8590270</td>\n",
        "      <td>1350</td>\n",
        "      <td>47.417950</td>\n",
        "      <td>8.372083</td>\n",
        "      <td>Spreitenbach, Brüel</td>\n",
        "      <td>0.474276</td>\n",
        "      <td>569</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>6234</td>\n",
        "      <td>8503078</td>\n",
        "      <td>1</td>\n",
        "      <td>47.345476</td>\n",
        "      <td>8.593023</td>\n",
        "      <td>Waldburg</td>\n",
        "      <td>8591903</td>\n",
        "      <td>63</td>\n",
        "      <td>47.348349</td>\n",
        "      <td>8.596042</td>\n",
        "      <td>Zollikerberg, Spital</td>\n",
        "      <td>0.392124</td>\n",
        "      <td>470</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>6235</td>\n",
        "      <td>8503078</td>\n",
        "      <td>1</td>\n",
        "      <td>47.345476</td>\n",
        "      <td>8.593023</td>\n",
        "      <td>Waldburg</td>\n",
        "      <td>8591023</td>\n",
        "      <td>242</td>\n",
        "      <td>47.346821</td>\n",
        "      <td>8.598153</td>\n",
        "      <td>Zollikerb., Langägerten/Spital</td>\n",
        "      <td>0.414395</td>\n",
        "      <td>497</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>6236</td>\n",
        "      <td>8503078</td>\n",
        "      <td>1</td>\n",
        "      <td>47.345476</td>\n",
        "      <td>8.593023</td>\n",
        "      <td>Waldburg</td>\n",
        "      <td>8590879</td>\n",
        "      <td>551</td>\n",
        "      <td>47.345391</td>\n",
        "      <td>8.593302</td>\n",
        "      <td>Waldburg, Station</td>\n",
        "      <td>0.023022</td>\n",
        "      <td>27</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   index  stop_id_general  stop_int  stop_lat_first  stop_lon_first  \\\n",
        "0   6232          8502508         0       47.415446        8.377185   \n",
        "1   6233          8502508         0       47.415446        8.377185   \n",
        "2   6234          8503078         1       47.345476        8.593023   \n",
        "3   6235          8503078         1       47.345476        8.593023   \n",
        "4   6236          8503078         1       47.345476        8.593023   \n",
        "\n",
        "          stop_name_first  stop_id_general_2  stop_int_2  stop_lat_first_2  \\\n",
        "0  Spreitenbach, Raiacker            8590268         815         47.414212   \n",
        "1  Spreitenbach, Raiacker            8590270        1350         47.417950   \n",
        "2                Waldburg            8591903          63         47.348349   \n",
        "3                Waldburg            8591023         242         47.346821   \n",
        "4                Waldburg            8590879         551         47.345391   \n",
        "\n",
        "   stop_lon_first_2               stop_name_first_2  distance  walking_time  \\\n",
        "0          8.379521               Spreitenbach, ASP  0.222963           267   \n",
        "1          8.372083             Spreitenbach, Brüel  0.474276           569   \n",
        "2          8.596042            Zollikerberg, Spital  0.392124           470   \n",
        "3          8.598153  Zollikerb., Langägerten/Spital  0.414395           497   \n",
        "4          8.593302               Waldburg, Station  0.023022            27   \n",
        "\n",
        "   monotonically_increasing_id  \n",
        "0                            0  \n",
        "1                            1  \n",
        "2                            2  \n",
        "3                            3  \n",
        "4                            4  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfers = transfers.sort_values(\"monotonically_increasing_id\").reset_index().drop(columns=[\"Unnamed: 0\"])\n",
     "transfers.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Ordering"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We make sure the order is correct"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
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        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
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        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>stop_lon</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>201860</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8576240</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8576240</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Zürich, Meierhofplatz</td>\n",
        "      <td>47.402010</td>\n",
        "      <td>8.499374</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1221</td>\n",
        "      <td>Tram</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>201861</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591353</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591353</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Zürich, Schwert</td>\n",
        "      <td>47.399730</td>\n",
        "      <td>8.504611</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>816</td>\n",
        "      <td>Tram</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>201862</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591039</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591039</td>\n",
        "      <td>07:02:00</td>\n",
        "      <td>07:02:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Zürich, Alte Trotte</td>\n",
        "      <td>47.397766</td>\n",
        "      <td>8.507252</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>776</td>\n",
        "      <td>Tram</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>201863</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591121</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591121</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Zürich, Eschergutweg</td>\n",
        "      <td>47.396270</td>\n",
        "      <td>8.512040</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>307</td>\n",
        "      <td>Tram</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>201864</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591417</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591417</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Zürich, Waidfussweg</td>\n",
        "      <td>47.395498</td>\n",
        "      <td>8.518400</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>347</td>\n",
        "      <td>Tram</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "    index     route_id  stop_id_general                   trip_id  stop_id  \\\n",
        "0  201860  26-13-j19-1          8576240  2064.TA.26-13-j19-1.24.H  8576240   \n",
        "1  201861  26-13-j19-1          8591353  2064.TA.26-13-j19-1.24.H  8591353   \n",
        "2  201862  26-13-j19-1          8591039  2064.TA.26-13-j19-1.24.H  8591039   \n",
        "3  201863  26-13-j19-1          8591121  2064.TA.26-13-j19-1.24.H  8591121   \n",
        "4  201864  26-13-j19-1          8591417  2064.TA.26-13-j19-1.24.H  8591417   \n",
        "\n",
        "  arrival_time departure_time  stop_sequence              stop_name  \\\n",
        "0     07:00:00       07:00:00              5  Zürich, Meierhofplatz   \n",
        "1     07:01:00       07:01:00              6        Zürich, Schwert   \n",
        "2     07:02:00       07:02:00              7    Zürich, Alte Trotte   \n",
        "3     07:03:00       07:03:00              8   Zürich, Eschergutweg   \n",
        "4     07:05:00       07:05:00              9    Zürich, Waidfussweg   \n",
        "\n",
        "    stop_lat  stop_lon       trip_headsign  trip_short_name  direction_id  \\\n",
        "0  47.402010  8.499374  Zürich, Albisgütli             1831             0   \n",
        "1  47.399730  8.504611  Zürich, Albisgütli             1831             0   \n",
        "2  47.397766  8.507252  Zürich, Albisgütli             1831             0   \n",
        "3  47.396270  8.512040  Zürich, Albisgütli             1831             0   \n",
        "4  47.395498  8.518400  Zürich, Albisgütli             1831             0   \n",
        "\n",
        "  departure_first_stop  route_int  stop_count  stop_int route_desc  \\\n",
        "0             07:00:00          0          26      1221       Tram   \n",
        "1             07:00:00          0          26       816       Tram   \n",
        "2             07:00:00          0          26       776       Tram   \n",
        "3             07:00:00          0          26       307       Tram   \n",
        "4             07:00:00          0          26       347       Tram   \n",
        "\n",
        "   monotonically_increasing_id  \n",
        "0                            0  \n",
        "1                            1  \n",
        "2                            2  \n",
        "3                            3  \n",
        "4                            4  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered = stop_times_curated.sort_values(by=[\"route_int\", \"departure_first_stop\", \"trip_id\", \"stop_sequence\"])\n",
     "stop_times_ordered.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "True"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_curated.equals(stop_times_ordered)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We make sure that there are never stop_sequences that do not respect the departure time sequence within a same trip"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
     "stop_times_ordered_2 = stop_times_ordered.sort_values(by=['route_int', 'departure_first_stop', 'trip_id', 'departure_time'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "True"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_curated.equals(stop_times_ordered_2)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Fix arrival and departure time\n",
     "We add None to first arrival time and last departure time."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Add a shift to departure_first_stop to compare between two neighbouring rows"
+    "It is possible that two departure times for two consecutive trips in stop_times are the same. Therefore, the solution below may break."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>...</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
-       "      <th>departure_first_shift_1</th>\n",
+       "      <th>trip_id_1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>201860</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8576240</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8576240</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Zürich, Meierhofplatz</td>\n",
        "      <td>47.402010</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1221</td>\n",
        "      <td>Tram</td>\n",
        "      <td>0</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>201861</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591353</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591353</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Zürich, Schwert</td>\n",
        "      <td>47.399730</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>816</td>\n",
        "      <td>Tram</td>\n",
        "      <td>1</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>201862</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591039</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591039</td>\n",
        "      <td>07:02:00</td>\n",
        "      <td>07:02:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Zürich, Alte Trotte</td>\n",
        "      <td>47.397766</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>776</td>\n",
        "      <td>Tram</td>\n",
        "      <td>2</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>201863</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591121</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591121</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Zürich, Eschergutweg</td>\n",
        "      <td>47.396270</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>307</td>\n",
        "      <td>Tram</td>\n",
        "      <td>3</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>201864</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591417</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591417</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>07:05:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Zürich, Waidfussweg</td>\n",
        "      <td>47.395498</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>347</td>\n",
        "      <td>Tram</td>\n",
        "      <td>4</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>201865</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591437</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591437</td>\n",
        "      <td>07:06:00</td>\n",
        "      <td>07:06:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Zürich, Wipkingerplatz</td>\n",
        "      <td>47.392591</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1015</td>\n",
        "      <td>Tram</td>\n",
        "      <td>5</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>201866</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8580522</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8580522</td>\n",
        "      <td>07:08:00</td>\n",
        "      <td>07:08:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Zürich, Escher-Wyss-Platz</td>\n",
        "      <td>47.390797</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>455</td>\n",
        "      <td>Tram</td>\n",
        "      <td>6</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>201867</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591110</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591110</td>\n",
        "      <td>07:09:00</td>\n",
        "      <td>07:09:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Zürich, Dammweg</td>\n",
        "      <td>47.388492</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1102</td>\n",
        "      <td>Tram</td>\n",
        "      <td>7</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>201868</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591306</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591306</td>\n",
        "      <td>07:10:00</td>\n",
        "      <td>07:10:00</td>\n",
        "      <td>13</td>\n",
        "      <td>Zürich, Quellenstrasse</td>\n",
        "      <td>47.386740</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>786</td>\n",
        "      <td>Tram</td>\n",
        "      <td>8</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>201869</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591257</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591257</td>\n",
        "      <td>07:11:00</td>\n",
        "      <td>07:11:00</td>\n",
        "      <td>14</td>\n",
        "      <td>Zürich, Limmatplatz</td>\n",
        "      <td>47.384599</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>388</td>\n",
        "      <td>Tram</td>\n",
        "      <td>9</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>201870</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591282</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591282</td>\n",
        "      <td>07:12:00</td>\n",
        "      <td>07:12:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Zürich, Museum für Gestaltung</td>\n",
        "      <td>47.382124</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>138</td>\n",
        "      <td>Tram</td>\n",
        "      <td>10</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>201871</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591368</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591368</td>\n",
        "      <td>07:14:00</td>\n",
        "      <td>07:14:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Zürich, Sihlquai/HB</td>\n",
        "      <td>47.379873</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>880</td>\n",
        "      <td>Tram</td>\n",
        "      <td>11</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>201872</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8587349</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8587349</td>\n",
        "      <td>07:16:00</td>\n",
        "      <td>07:16:00</td>\n",
        "      <td>17</td>\n",
        "      <td>Zürich, Bahnhofquai/HB</td>\n",
        "      <td>47.377562</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>602</td>\n",
        "      <td>Tram</td>\n",
        "      <td>12</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>201873</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591067</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591067</td>\n",
        "      <td>07:18:00</td>\n",
        "      <td>07:18:00</td>\n",
        "      <td>18</td>\n",
        "      <td>Zürich, Bahnhofstrasse/HB</td>\n",
        "      <td>47.376558</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>616</td>\n",
        "      <td>Tram</td>\n",
        "      <td>13</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>201874</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591316</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591316</td>\n",
        "      <td>07:20:00</td>\n",
        "      <td>07:20:00</td>\n",
        "      <td>19</td>\n",
        "      <td>Zürich, Rennweg</td>\n",
        "      <td>47.373066</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>373</td>\n",
        "      <td>Tram</td>\n",
        "      <td>14</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>201875</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591299</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591299</td>\n",
        "      <td>07:22:00</td>\n",
        "      <td>07:22:00</td>\n",
        "      <td>20</td>\n",
        "      <td>Zürich, Paradeplatz</td>\n",
        "      <td>47.369367</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1223</td>\n",
        "      <td>Tram</td>\n",
        "      <td>15</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>201876</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591384</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591384</td>\n",
        "      <td>07:23:00</td>\n",
        "      <td>07:23:00</td>\n",
        "      <td>21</td>\n",
        "      <td>Zürich, Stockerstrasse</td>\n",
        "      <td>47.367700</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>871</td>\n",
        "      <td>Tram</td>\n",
        "      <td>16</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>201877</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591404</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591404</td>\n",
        "      <td>07:24:00</td>\n",
        "      <td>07:24:00</td>\n",
        "      <td>22</td>\n",
        "      <td>Zürich, Tunnelstrasse</td>\n",
        "      <td>47.366143</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>890</td>\n",
        "      <td>Tram</td>\n",
        "      <td>17</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>201878</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591059</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591059</td>\n",
        "      <td>07:25:00</td>\n",
        "      <td>07:25:00</td>\n",
        "      <td>23</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>47.364555</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>177</td>\n",
        "      <td>Tram</td>\n",
        "      <td>18</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>201879</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591415</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591415</td>\n",
        "      <td>07:27:00</td>\n",
        "      <td>07:27:00</td>\n",
        "      <td>24</td>\n",
        "      <td>Zürich, Waffenplatzstrasse</td>\n",
        "      <td>47.361482</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1265</td>\n",
        "      <td>Tram</td>\n",
        "      <td>19</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>201880</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591366</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591366</td>\n",
        "      <td>07:28:00</td>\n",
        "      <td>07:28:00</td>\n",
        "      <td>25</td>\n",
        "      <td>Zürich, Sihlcity Nord</td>\n",
        "      <td>47.360064</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>968</td>\n",
        "      <td>Tram</td>\n",
        "      <td>20</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>201881</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591329</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591329</td>\n",
        "      <td>07:29:00</td>\n",
        "      <td>07:29:00</td>\n",
        "      <td>26</td>\n",
        "      <td>Zürich, Saalsporthalle</td>\n",
        "      <td>47.357861</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1238</td>\n",
        "      <td>Tram</td>\n",
        "      <td>21</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>201882</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591245</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591245</td>\n",
        "      <td>07:30:00</td>\n",
        "      <td>07:30:00</td>\n",
        "      <td>27</td>\n",
        "      <td>Zürich, Laubegg</td>\n",
        "      <td>47.358731</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1216</td>\n",
        "      <td>Tram</td>\n",
        "      <td>22</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>201883</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591405</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591405</td>\n",
        "      <td>07:32:00</td>\n",
        "      <td>07:32:00</td>\n",
        "      <td>28</td>\n",
        "      <td>Zürich, Uetlihof</td>\n",
        "      <td>47.356735</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>847</td>\n",
        "      <td>Tram</td>\n",
        "      <td>23</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>201884</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591385</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591385</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>29</td>\n",
        "      <td>Zürich, Strassenverkehrsamt</td>\n",
        "      <td>47.353072</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>275</td>\n",
        "      <td>Tram</td>\n",
        "      <td>24</td>\n",
-       "      <td>07:00:00</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>201885</td>\n",
        "      <td>26-13-j19-1</td>\n",
        "      <td>8591034</td>\n",
        "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
        "      <td>8591034</td>\n",
        "      <td>07:34:00</td>\n",
        "      <td>07:34:00</td>\n",
        "      <td>30</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>47.351995</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Albisgütli</td>\n",
        "      <td>1831</td>\n",
        "      <td>0</td>\n",
        "      <td>07:00:00</td>\n",
        "      <td>0</td>\n",
        "      <td>26</td>\n",
        "      <td>1352</td>\n",
        "      <td>Tram</td>\n",
        "      <td>25</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>201886</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591049</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591049</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>Zürich, Auzelg</td>\n",
        "      <td>47.416692</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>1117</td>\n",
        "      <td>Tram</td>\n",
        "      <td>26</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>201887</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591128</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591128</td>\n",
        "      <td>19:51:00</td>\n",
        "      <td>19:51:00</td>\n",
        "      <td>2</td>\n",
        "      <td>Zürich, Fernsehstudio</td>\n",
        "      <td>47.418175</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>156</td>\n",
        "      <td>Tram</td>\n",
        "      <td>27</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>201888</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591830</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591830</td>\n",
        "      <td>19:52:00</td>\n",
        "      <td>19:52:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Glattpark, Glattpark</td>\n",
        "      <td>47.419956</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>671</td>\n",
        "      <td>Tram</td>\n",
        "      <td>28</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>201889</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591294</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591294</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Zürich, Oerlikerhus</td>\n",
        "      <td>47.417585</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>573</td>\n",
        "      <td>Tram</td>\n",
        "      <td>29</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>201890</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591256</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591256</td>\n",
        "      <td>19:54:00</td>\n",
        "      <td>19:54:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Zürich, Leutschenbach</td>\n",
        "      <td>47.414643</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>444</td>\n",
        "      <td>Tram</td>\n",
        "      <td>30</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>201891</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591273</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591273</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Zürich, Messe/Hallenstadion</td>\n",
        "      <td>47.410692</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>389</td>\n",
        "      <td>Tram</td>\n",
        "      <td>31</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>201892</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8591382</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8591382</td>\n",
        "      <td>19:57:00</td>\n",
        "      <td>19:57:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Zürich, Sternen Oerlikon</td>\n",
        "      <td>47.410072</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>687</td>\n",
        "      <td>Tram</td>\n",
        "      <td>32</td>\n",
-       "      <td>19:49:00</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>201893</td>\n",
        "      <td>26-11-A-j19-1</td>\n",
        "      <td>8580449</td>\n",
        "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
        "      <td>8580449</td>\n",
        "      <td>19:59:00</td>\n",
        "      <td>19:59:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Zürich Oerlikon, Bahnhof</td>\n",
        "      <td>47.411494</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Rehalp</td>\n",
        "      <td>363</td>\n",
        "      <td>0</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>766</td>\n",
        "      <td>Tram</td>\n",
        "      <td>33</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>201894</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591057</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591057</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>1</td>\n",
        "      <td>Zürich Altstetten, Bahnhof N</td>\n",
        "      <td>47.392068</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>521</td>\n",
        "      <td>Bus</td>\n",
        "      <td>34</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>201895</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591402</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591402</td>\n",
        "      <td>19:41:00</td>\n",
        "      <td>19:41:00</td>\n",
        "      <td>2</td>\n",
        "      <td>Zürich, Tüffenwies</td>\n",
        "      <td>47.397979</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>1000</td>\n",
        "      <td>Bus</td>\n",
        "      <td>35</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>201896</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591434</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591434</td>\n",
        "      <td>19:41:00</td>\n",
        "      <td>19:41:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Zürich, Winzerhalde</td>\n",
        "      <td>47.400058</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>711</td>\n",
        "      <td>Bus</td>\n",
        "      <td>36</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>201897</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591197</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591197</td>\n",
        "      <td>19:42:00</td>\n",
        "      <td>19:42:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Zürich, Hohenklingensteig</td>\n",
        "      <td>47.401347</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>1125</td>\n",
        "      <td>Bus</td>\n",
        "      <td>37</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>201898</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591436</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591436</td>\n",
        "      <td>19:43:00</td>\n",
        "      <td>19:43:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Zürich, Winzerstrasse Süd</td>\n",
        "      <td>47.403372</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>149</td>\n",
        "      <td>Bus</td>\n",
        "      <td>38</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>201899</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8591136</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8591136</td>\n",
        "      <td>19:46:00</td>\n",
        "      <td>19:46:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Zürich, Frankental</td>\n",
        "      <td>47.405701</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>690</td>\n",
        "      <td>Bus</td>\n",
        "      <td>39</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>201900</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590725</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590725</td>\n",
        "      <td>19:47:00</td>\n",
        "      <td>19:47:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Oberengstringen, Eggbühl</td>\n",
        "      <td>47.405524</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>1329</td>\n",
        "      <td>Bus</td>\n",
        "      <td>40</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>201901</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590726</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590726</td>\n",
        "      <td>19:48:00</td>\n",
        "      <td>19:48:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Oberengstringen, Lanzrain</td>\n",
        "      <td>47.407342</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>763</td>\n",
        "      <td>Bus</td>\n",
        "      <td>41</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>201902</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590728</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590728</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>19:49:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Oberengstringen, Zentrum</td>\n",
        "      <td>47.409130</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>376</td>\n",
        "      <td>Bus</td>\n",
        "      <td>42</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>201903</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590727</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590727</td>\n",
        "      <td>19:50:00</td>\n",
        "      <td>19:50:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Oberengstringen, Paradies</td>\n",
        "      <td>47.410485</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>740</td>\n",
        "      <td>Bus</td>\n",
        "      <td>43</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>201904</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590833</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590833</td>\n",
        "      <td>19:51:00</td>\n",
        "      <td>19:51:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Unterengstringen, Langacher</td>\n",
        "      <td>47.412236</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>764</td>\n",
        "      <td>Bus</td>\n",
        "      <td>44</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>201905</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8594732</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8594732</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Unterengstringen, Sennenbüel N</td>\n",
        "      <td>47.413494</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>987</td>\n",
        "      <td>Bus</td>\n",
        "      <td>45</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>201906</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590831</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590831</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>13</td>\n",
        "      <td>Unterengstringen, Aegelsee</td>\n",
        "      <td>47.414978</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>502</td>\n",
        "      <td>Bus</td>\n",
        "      <td>46</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>201907</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590911</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590911</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>14</td>\n",
        "      <td>Weiningen ZH, Ausserdorf</td>\n",
        "      <td>47.417683</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>754</td>\n",
        "      <td>Bus</td>\n",
        "      <td>47</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>201908</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590913</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590913</td>\n",
        "      <td>19:56:00</td>\n",
        "      <td>19:56:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Weiningen ZH, Lindenplatz</td>\n",
        "      <td>47.419555</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>934</td>\n",
        "      <td>Bus</td>\n",
        "      <td>48</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>201909</td>\n",
        "      <td>26-304-j19-1</td>\n",
        "      <td>8590914</td>\n",
        "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "      <td>8590914</td>\n",
        "      <td>19:57:00</td>\n",
        "      <td>19:57:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Weiningen ZH, Schulhaus</td>\n",
        "      <td>47.418351</td>\n",
        "      <td>...</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>5481</td>\n",
        "      <td>1</td>\n",
        "      <td>19:39:00</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>622</td>\n",
        "      <td>Bus</td>\n",
        "      <td>49</td>\n",
-       "      <td>19:39:00</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows × 21 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     index       route_id  stop_id_general                   trip_id  stop_id  \\\n",
        "0   201860    26-13-j19-1          8576240  2064.TA.26-13-j19-1.24.H  8576240   \n",
        "1   201861    26-13-j19-1          8591353  2064.TA.26-13-j19-1.24.H  8591353   \n",
        "2   201862    26-13-j19-1          8591039  2064.TA.26-13-j19-1.24.H  8591039   \n",
        "3   201863    26-13-j19-1          8591121  2064.TA.26-13-j19-1.24.H  8591121   \n",
        "4   201864    26-13-j19-1          8591417  2064.TA.26-13-j19-1.24.H  8591417   \n",
        "5   201865    26-13-j19-1          8591437  2064.TA.26-13-j19-1.24.H  8591437   \n",
        "6   201866    26-13-j19-1          8580522  2064.TA.26-13-j19-1.24.H  8580522   \n",
        "7   201867    26-13-j19-1          8591110  2064.TA.26-13-j19-1.24.H  8591110   \n",
        "8   201868    26-13-j19-1          8591306  2064.TA.26-13-j19-1.24.H  8591306   \n",
        "9   201869    26-13-j19-1          8591257  2064.TA.26-13-j19-1.24.H  8591257   \n",
        "10  201870    26-13-j19-1          8591282  2064.TA.26-13-j19-1.24.H  8591282   \n",
        "11  201871    26-13-j19-1          8591368  2064.TA.26-13-j19-1.24.H  8591368   \n",
        "12  201872    26-13-j19-1          8587349  2064.TA.26-13-j19-1.24.H  8587349   \n",
        "13  201873    26-13-j19-1          8591067  2064.TA.26-13-j19-1.24.H  8591067   \n",
        "14  201874    26-13-j19-1          8591316  2064.TA.26-13-j19-1.24.H  8591316   \n",
        "15  201875    26-13-j19-1          8591299  2064.TA.26-13-j19-1.24.H  8591299   \n",
        "16  201876    26-13-j19-1          8591384  2064.TA.26-13-j19-1.24.H  8591384   \n",
        "17  201877    26-13-j19-1          8591404  2064.TA.26-13-j19-1.24.H  8591404   \n",
        "18  201878    26-13-j19-1          8591059  2064.TA.26-13-j19-1.24.H  8591059   \n",
        "19  201879    26-13-j19-1          8591415  2064.TA.26-13-j19-1.24.H  8591415   \n",
        "20  201880    26-13-j19-1          8591366  2064.TA.26-13-j19-1.24.H  8591366   \n",
        "21  201881    26-13-j19-1          8591329  2064.TA.26-13-j19-1.24.H  8591329   \n",
        "22  201882    26-13-j19-1          8591245  2064.TA.26-13-j19-1.24.H  8591245   \n",
        "23  201883    26-13-j19-1          8591405  2064.TA.26-13-j19-1.24.H  8591405   \n",
        "24  201884    26-13-j19-1          8591385  2064.TA.26-13-j19-1.24.H  8591385   \n",
        "25  201885    26-13-j19-1          8591034  2064.TA.26-13-j19-1.24.H  8591034   \n",
        "26  201886  26-11-A-j19-1          8591049  791.TA.26-11-A-j19-1.3.H  8591049   \n",
        "27  201887  26-11-A-j19-1          8591128  791.TA.26-11-A-j19-1.3.H  8591128   \n",
        "28  201888  26-11-A-j19-1          8591830  791.TA.26-11-A-j19-1.3.H  8591830   \n",
        "29  201889  26-11-A-j19-1          8591294  791.TA.26-11-A-j19-1.3.H  8591294   \n",
        "30  201890  26-11-A-j19-1          8591256  791.TA.26-11-A-j19-1.3.H  8591256   \n",
        "31  201891  26-11-A-j19-1          8591273  791.TA.26-11-A-j19-1.3.H  8591273   \n",
        "32  201892  26-11-A-j19-1          8591382  791.TA.26-11-A-j19-1.3.H  8591382   \n",
        "33  201893  26-11-A-j19-1          8580449  791.TA.26-11-A-j19-1.3.H  8580449   \n",
        "34  201894   26-304-j19-1          8591057   159.TA.26-304-j19-1.4.R  8591057   \n",
        "35  201895   26-304-j19-1          8591402   159.TA.26-304-j19-1.4.R  8591402   \n",
        "36  201896   26-304-j19-1          8591434   159.TA.26-304-j19-1.4.R  8591434   \n",
        "37  201897   26-304-j19-1          8591197   159.TA.26-304-j19-1.4.R  8591197   \n",
        "38  201898   26-304-j19-1          8591436   159.TA.26-304-j19-1.4.R  8591436   \n",
        "39  201899   26-304-j19-1          8591136   159.TA.26-304-j19-1.4.R  8591136   \n",
        "40  201900   26-304-j19-1          8590725   159.TA.26-304-j19-1.4.R  8590725   \n",
        "41  201901   26-304-j19-1          8590726   159.TA.26-304-j19-1.4.R  8590726   \n",
        "42  201902   26-304-j19-1          8590728   159.TA.26-304-j19-1.4.R  8590728   \n",
        "43  201903   26-304-j19-1          8590727   159.TA.26-304-j19-1.4.R  8590727   \n",
        "44  201904   26-304-j19-1          8590833   159.TA.26-304-j19-1.4.R  8590833   \n",
        "45  201905   26-304-j19-1          8594732   159.TA.26-304-j19-1.4.R  8594732   \n",
        "46  201906   26-304-j19-1          8590831   159.TA.26-304-j19-1.4.R  8590831   \n",
        "47  201907   26-304-j19-1          8590911   159.TA.26-304-j19-1.4.R  8590911   \n",
        "48  201908   26-304-j19-1          8590913   159.TA.26-304-j19-1.4.R  8590913   \n",
        "49  201909   26-304-j19-1          8590914   159.TA.26-304-j19-1.4.R  8590914   \n",
        "\n",
        "   arrival_time departure_time  stop_sequence                       stop_name  \\\n",
        "0      07:00:00       07:00:00              5           Zürich, Meierhofplatz   \n",
        "1      07:01:00       07:01:00              6                 Zürich, Schwert   \n",
        "2      07:02:00       07:02:00              7             Zürich, Alte Trotte   \n",
        "3      07:03:00       07:03:00              8            Zürich, Eschergutweg   \n",
        "4      07:05:00       07:05:00              9             Zürich, Waidfussweg   \n",
        "5      07:06:00       07:06:00             10          Zürich, Wipkingerplatz   \n",
        "6      07:08:00       07:08:00             11       Zürich, Escher-Wyss-Platz   \n",
        "7      07:09:00       07:09:00             12                 Zürich, Dammweg   \n",
        "8      07:10:00       07:10:00             13          Zürich, Quellenstrasse   \n",
        "9      07:11:00       07:11:00             14             Zürich, Limmatplatz   \n",
        "10     07:12:00       07:12:00             15   Zürich, Museum für Gestaltung   \n",
        "11     07:14:00       07:14:00             16             Zürich, Sihlquai/HB   \n",
        "12     07:16:00       07:16:00             17          Zürich, Bahnhofquai/HB   \n",
        "13     07:18:00       07:18:00             18       Zürich, Bahnhofstrasse/HB   \n",
        "14     07:20:00       07:20:00             19                 Zürich, Rennweg   \n",
        "15     07:22:00       07:22:00             20             Zürich, Paradeplatz   \n",
        "16     07:23:00       07:23:00             21          Zürich, Stockerstrasse   \n",
        "17     07:24:00       07:24:00             22           Zürich, Tunnelstrasse   \n",
        "18     07:25:00       07:25:00             23  Zürich Enge, Bahnhof/Bederstr.   \n",
        "19     07:27:00       07:27:00             24      Zürich, Waffenplatzstrasse   \n",
        "20     07:28:00       07:28:00             25           Zürich, Sihlcity Nord   \n",
        "21     07:29:00       07:29:00             26          Zürich, Saalsporthalle   \n",
        "22     07:30:00       07:30:00             27                 Zürich, Laubegg   \n",
        "23     07:32:00       07:32:00             28                Zürich, Uetlihof   \n",
        "24     07:33:00       07:33:00             29     Zürich, Strassenverkehrsamt   \n",
        "25     07:34:00       07:34:00             30              Zürich, Albisgütli   \n",
        "26     19:49:00       19:49:00              1                  Zürich, Auzelg   \n",
        "27     19:51:00       19:51:00              2           Zürich, Fernsehstudio   \n",
        "28     19:52:00       19:52:00              3            Glattpark, Glattpark   \n",
        "29     19:53:00       19:53:00              4             Zürich, Oerlikerhus   \n",
        "30     19:54:00       19:54:00              5           Zürich, Leutschenbach   \n",
        "31     19:55:00       19:55:00              6     Zürich, Messe/Hallenstadion   \n",
        "32     19:57:00       19:57:00              7        Zürich, Sternen Oerlikon   \n",
        "33     19:59:00       19:59:00              8        Zürich Oerlikon, Bahnhof   \n",
        "34     19:39:00       19:39:00              1    Zürich Altstetten, Bahnhof N   \n",
        "35     19:41:00       19:41:00              2              Zürich, Tüffenwies   \n",
        "36     19:41:00       19:41:00              3             Zürich, Winzerhalde   \n",
        "37     19:42:00       19:42:00              4       Zürich, Hohenklingensteig   \n",
        "38     19:43:00       19:43:00              5       Zürich, Winzerstrasse Süd   \n",
        "39     19:46:00       19:46:00              6              Zürich, Frankental   \n",
        "40     19:47:00       19:47:00              7        Oberengstringen, Eggbühl   \n",
        "41     19:48:00       19:48:00              8       Oberengstringen, Lanzrain   \n",
        "42     19:49:00       19:49:00              9        Oberengstringen, Zentrum   \n",
        "43     19:50:00       19:50:00             10       Oberengstringen, Paradies   \n",
        "44     19:51:00       19:51:00             11     Unterengstringen, Langacher   \n",
        "45     19:53:00       19:53:00             12  Unterengstringen, Sennenbüel N   \n",
        "46     19:53:00       19:53:00             13      Unterengstringen, Aegelsee   \n",
        "47     19:55:00       19:55:00             14        Weiningen ZH, Ausserdorf   \n",
        "48     19:56:00       19:56:00             15       Weiningen ZH, Lindenplatz   \n",
        "49     19:57:00       19:57:00             16         Weiningen ZH, Schulhaus   \n",
        "\n",
        "     stop_lat  ...       trip_headsign trip_short_name  direction_id  \\\n",
        "0   47.402010  ...  Zürich, Albisgütli            1831             0   \n",
        "1   47.399730  ...  Zürich, Albisgütli            1831             0   \n",
        "2   47.397766  ...  Zürich, Albisgütli            1831             0   \n",
        "3   47.396270  ...  Zürich, Albisgütli            1831             0   \n",
        "4   47.395498  ...  Zürich, Albisgütli            1831             0   \n",
        "5   47.392591  ...  Zürich, Albisgütli            1831             0   \n",
        "6   47.390797  ...  Zürich, Albisgütli            1831             0   \n",
        "7   47.388492  ...  Zürich, Albisgütli            1831             0   \n",
        "8   47.386740  ...  Zürich, Albisgütli            1831             0   \n",
        "9   47.384599  ...  Zürich, Albisgütli            1831             0   \n",
        "10  47.382124  ...  Zürich, Albisgütli            1831             0   \n",
        "11  47.379873  ...  Zürich, Albisgütli            1831             0   \n",
        "12  47.377562  ...  Zürich, Albisgütli            1831             0   \n",
        "13  47.376558  ...  Zürich, Albisgütli            1831             0   \n",
        "14  47.373066  ...  Zürich, Albisgütli            1831             0   \n",
        "15  47.369367  ...  Zürich, Albisgütli            1831             0   \n",
        "16  47.367700  ...  Zürich, Albisgütli            1831             0   \n",
        "17  47.366143  ...  Zürich, Albisgütli            1831             0   \n",
        "18  47.364555  ...  Zürich, Albisgütli            1831             0   \n",
        "19  47.361482  ...  Zürich, Albisgütli            1831             0   \n",
        "20  47.360064  ...  Zürich, Albisgütli            1831             0   \n",
        "21  47.357861  ...  Zürich, Albisgütli            1831             0   \n",
        "22  47.358731  ...  Zürich, Albisgütli            1831             0   \n",
        "23  47.356735  ...  Zürich, Albisgütli            1831             0   \n",
        "24  47.353072  ...  Zürich, Albisgütli            1831             0   \n",
        "25  47.351995  ...  Zürich, Albisgütli            1831             0   \n",
        "26  47.416692  ...      Zürich, Rehalp             363             0   \n",
        "27  47.418175  ...      Zürich, Rehalp             363             0   \n",
        "28  47.419956  ...      Zürich, Rehalp             363             0   \n",
        "29  47.417585  ...      Zürich, Rehalp             363             0   \n",
        "30  47.414643  ...      Zürich, Rehalp             363             0   \n",
        "31  47.410692  ...      Zürich, Rehalp             363             0   \n",
        "32  47.410072  ...      Zürich, Rehalp             363             0   \n",
        "33  47.411494  ...      Zürich, Rehalp             363             0   \n",
        "34  47.392068  ...   Dietikon, Bahnhof            5481             1   \n",
        "35  47.397979  ...   Dietikon, Bahnhof            5481             1   \n",
        "36  47.400058  ...   Dietikon, Bahnhof            5481             1   \n",
        "37  47.401347  ...   Dietikon, Bahnhof            5481             1   \n",
        "38  47.403372  ...   Dietikon, Bahnhof            5481             1   \n",
        "39  47.405701  ...   Dietikon, Bahnhof            5481             1   \n",
        "40  47.405524  ...   Dietikon, Bahnhof            5481             1   \n",
        "41  47.407342  ...   Dietikon, Bahnhof            5481             1   \n",
        "42  47.409130  ...   Dietikon, Bahnhof            5481             1   \n",
        "43  47.410485  ...   Dietikon, Bahnhof            5481             1   \n",
        "44  47.412236  ...   Dietikon, Bahnhof            5481             1   \n",
        "45  47.413494  ...   Dietikon, Bahnhof            5481             1   \n",
        "46  47.414978  ...   Dietikon, Bahnhof            5481             1   \n",
        "47  47.417683  ...   Dietikon, Bahnhof            5481             1   \n",
        "48  47.419555  ...   Dietikon, Bahnhof            5481             1   \n",
        "49  47.418351  ...   Dietikon, Bahnhof            5481             1   \n",
        "\n",
        "    departure_first_stop route_int  stop_count  stop_int  route_desc  \\\n",
        "0               07:00:00         0          26      1221        Tram   \n",
        "1               07:00:00         0          26       816        Tram   \n",
        "2               07:00:00         0          26       776        Tram   \n",
        "3               07:00:00         0          26       307        Tram   \n",
        "4               07:00:00         0          26       347        Tram   \n",
        "5               07:00:00         0          26      1015        Tram   \n",
        "6               07:00:00         0          26       455        Tram   \n",
        "7               07:00:00         0          26      1102        Tram   \n",
        "8               07:00:00         0          26       786        Tram   \n",
        "9               07:00:00         0          26       388        Tram   \n",
        "10              07:00:00         0          26       138        Tram   \n",
        "11              07:00:00         0          26       880        Tram   \n",
        "12              07:00:00         0          26       602        Tram   \n",
        "13              07:00:00         0          26       616        Tram   \n",
        "14              07:00:00         0          26       373        Tram   \n",
        "15              07:00:00         0          26      1223        Tram   \n",
        "16              07:00:00         0          26       871        Tram   \n",
        "17              07:00:00         0          26       890        Tram   \n",
        "18              07:00:00         0          26       177        Tram   \n",
        "19              07:00:00         0          26      1265        Tram   \n",
        "20              07:00:00         0          26       968        Tram   \n",
        "21              07:00:00         0          26      1238        Tram   \n",
        "22              07:00:00         0          26      1216        Tram   \n",
        "23              07:00:00         0          26       847        Tram   \n",
        "24              07:00:00         0          26       275        Tram   \n",
        "25              07:00:00         0          26      1352        Tram   \n",
        "26              19:49:00         1           8      1117        Tram   \n",
        "27              19:49:00         1           8       156        Tram   \n",
        "28              19:49:00         1           8       671        Tram   \n",
        "29              19:49:00         1           8       573        Tram   \n",
        "30              19:49:00         1           8       444        Tram   \n",
        "31              19:49:00         1           8       389        Tram   \n",
        "32              19:49:00         1           8       687        Tram   \n",
        "33              19:49:00         1           8       766        Tram   \n",
        "34              19:39:00         2          17       521         Bus   \n",
        "35              19:39:00         2          17      1000         Bus   \n",
        "36              19:39:00         2          17       711         Bus   \n",
        "37              19:39:00         2          17      1125         Bus   \n",
        "38              19:39:00         2          17       149         Bus   \n",
        "39              19:39:00         2          17       690         Bus   \n",
        "40              19:39:00         2          17      1329         Bus   \n",
        "41              19:39:00         2          17       763         Bus   \n",
        "42              19:39:00         2          17       376         Bus   \n",
        "43              19:39:00         2          17       740         Bus   \n",
        "44              19:39:00         2          17       764         Bus   \n",
        "45              19:39:00         2          17       987         Bus   \n",
        "46              19:39:00         2          17       502         Bus   \n",
        "47              19:39:00         2          17       754         Bus   \n",
        "48              19:39:00         2          17       934         Bus   \n",
        "49              19:39:00         2          17       622         Bus   \n",
        "\n",
-       "   monotonically_increasing_id  departure_first_shift_1  \n",
-       "0                            0                 07:00:00  \n",
-       "1                            1                 07:00:00  \n",
-       "2                            2                 07:00:00  \n",
-       "3                            3                 07:00:00  \n",
-       "4                            4                 07:00:00  \n",
-       "5                            5                 07:00:00  \n",
-       "6                            6                 07:00:00  \n",
-       "7                            7                 07:00:00  \n",
-       "8                            8                 07:00:00  \n",
-       "9                            9                 07:00:00  \n",
-       "10                          10                 07:00:00  \n",
-       "11                          11                 07:00:00  \n",
-       "12                          12                 07:00:00  \n",
-       "13                          13                 07:00:00  \n",
-       "14                          14                 07:00:00  \n",
-       "15                          15                 07:00:00  \n",
-       "16                          16                 07:00:00  \n",
-       "17                          17                 07:00:00  \n",
-       "18                          18                 07:00:00  \n",
-       "19                          19                 07:00:00  \n",
-       "20                          20                 07:00:00  \n",
-       "21                          21                 07:00:00  \n",
-       "22                          22                 07:00:00  \n",
-       "23                          23                 07:00:00  \n",
-       "24                          24                 07:00:00  \n",
-       "25                          25                 19:49:00  \n",
-       "26                          26                 19:49:00  \n",
-       "27                          27                 19:49:00  \n",
-       "28                          28                 19:49:00  \n",
-       "29                          29                 19:49:00  \n",
-       "30                          30                 19:49:00  \n",
-       "31                          31                 19:49:00  \n",
-       "32                          32                 19:49:00  \n",
-       "33                          33                 19:39:00  \n",
-       "34                          34                 19:39:00  \n",
-       "35                          35                 19:39:00  \n",
-       "36                          36                 19:39:00  \n",
-       "37                          37                 19:39:00  \n",
-       "38                          38                 19:39:00  \n",
-       "39                          39                 19:39:00  \n",
-       "40                          40                 19:39:00  \n",
-       "41                          41                 19:39:00  \n",
-       "42                          42                 19:39:00  \n",
-       "43                          43                 19:39:00  \n",
-       "44                          44                 19:39:00  \n",
-       "45                          45                 19:39:00  \n",
-       "46                          46                 19:39:00  \n",
-       "47                          47                 19:39:00  \n",
-       "48                          48                 19:39:00  \n",
-       "49                          49                 19:39:00  \n",
+       "   monotonically_increasing_id                 trip_id_1  \n",
+       "0                            0  2064.TA.26-13-j19-1.24.H  \n",
+       "1                            1  2064.TA.26-13-j19-1.24.H  \n",
+       "2                            2  2064.TA.26-13-j19-1.24.H  \n",
+       "3                            3  2064.TA.26-13-j19-1.24.H  \n",
+       "4                            4  2064.TA.26-13-j19-1.24.H  \n",
+       "5                            5  2064.TA.26-13-j19-1.24.H  \n",
+       "6                            6  2064.TA.26-13-j19-1.24.H  \n",
+       "7                            7  2064.TA.26-13-j19-1.24.H  \n",
+       "8                            8  2064.TA.26-13-j19-1.24.H  \n",
+       "9                            9  2064.TA.26-13-j19-1.24.H  \n",
+       "10                          10  2064.TA.26-13-j19-1.24.H  \n",
+       "11                          11  2064.TA.26-13-j19-1.24.H  \n",
+       "12                          12  2064.TA.26-13-j19-1.24.H  \n",
+       "13                          13  2064.TA.26-13-j19-1.24.H  \n",
+       "14                          14  2064.TA.26-13-j19-1.24.H  \n",
+       "15                          15  2064.TA.26-13-j19-1.24.H  \n",
+       "16                          16  2064.TA.26-13-j19-1.24.H  \n",
+       "17                          17  2064.TA.26-13-j19-1.24.H  \n",
+       "18                          18  2064.TA.26-13-j19-1.24.H  \n",
+       "19                          19  2064.TA.26-13-j19-1.24.H  \n",
+       "20                          20  2064.TA.26-13-j19-1.24.H  \n",
+       "21                          21  2064.TA.26-13-j19-1.24.H  \n",
+       "22                          22  2064.TA.26-13-j19-1.24.H  \n",
+       "23                          23  2064.TA.26-13-j19-1.24.H  \n",
+       "24                          24  2064.TA.26-13-j19-1.24.H  \n",
+       "25                          25  791.TA.26-11-A-j19-1.3.H  \n",
+       "26                          26  791.TA.26-11-A-j19-1.3.H  \n",
+       "27                          27  791.TA.26-11-A-j19-1.3.H  \n",
+       "28                          28  791.TA.26-11-A-j19-1.3.H  \n",
+       "29                          29  791.TA.26-11-A-j19-1.3.H  \n",
+       "30                          30  791.TA.26-11-A-j19-1.3.H  \n",
+       "31                          31  791.TA.26-11-A-j19-1.3.H  \n",
+       "32                          32  791.TA.26-11-A-j19-1.3.H  \n",
+       "33                          33   159.TA.26-304-j19-1.4.R  \n",
+       "34                          34   159.TA.26-304-j19-1.4.R  \n",
+       "35                          35   159.TA.26-304-j19-1.4.R  \n",
+       "36                          36   159.TA.26-304-j19-1.4.R  \n",
+       "37                          37   159.TA.26-304-j19-1.4.R  \n",
+       "38                          38   159.TA.26-304-j19-1.4.R  \n",
+       "39                          39   159.TA.26-304-j19-1.4.R  \n",
+       "40                          40   159.TA.26-304-j19-1.4.R  \n",
+       "41                          41   159.TA.26-304-j19-1.4.R  \n",
+       "42                          42   159.TA.26-304-j19-1.4.R  \n",
+       "43                          43   159.TA.26-304-j19-1.4.R  \n",
+       "44                          44   159.TA.26-304-j19-1.4.R  \n",
+       "45                          45   159.TA.26-304-j19-1.4.R  \n",
+       "46                          46   159.TA.26-304-j19-1.4.R  \n",
+       "47                          47   159.TA.26-304-j19-1.4.R  \n",
+       "48                          48   159.TA.26-304-j19-1.4.R  \n",
+       "49                          49   159.TA.26-304-j19-1.4.R  \n",
        "\n",
        "[50 rows x 21 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "#adding a shift\n",
-    "stop_times_ordered[\"departure_first_shift_1\"] = stop_times_ordered[\"departure_first_stop\"].shift(-1, fill_value=0)\n",
+    "stop_times_ordered[\"trip_id_1\"] = stop_times_ordered[\"trip_id\"].shift(-1, fill_value=0)\n",
     "stop_times_ordered.head(50)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
-    "stop_times_ordered['departure_time'] = np.where((stop_times_ordered[\"departure_first_stop\"] != stop_times_ordered[\"departure_first_shift_1\"]), None, stop_times_ordered['departure_time'])"
+    "stop_times_ordered['departure_time'] = np.where((stop_times_ordered[\"trip_id\"] != stop_times_ordered[\"trip_id_1\"]), None, stop_times_ordered['departure_time'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>route_id</th>\n",
+       "      <th>stop_id_general</th>\n",
+       "      <th>trip_id</th>\n",
+       "      <th>stop_id</th>\n",
+       "      <th>arrival_time</th>\n",
+       "      <th>departure_time</th>\n",
+       "      <th>stop_sequence</th>\n",
+       "      <th>stop_name</th>\n",
+       "      <th>stop_lat</th>\n",
+       "      <th>...</th>\n",
+       "      <th>trip_headsign</th>\n",
+       "      <th>trip_short_name</th>\n",
+       "      <th>direction_id</th>\n",
+       "      <th>departure_first_stop</th>\n",
+       "      <th>route_int</th>\n",
+       "      <th>stop_count</th>\n",
+       "      <th>stop_int</th>\n",
+       "      <th>route_desc</th>\n",
+       "      <th>monotonically_increasing_id</th>\n",
+       "      <th>trip_id_1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201860</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8576240</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8576240</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Meierhofplatz</td>\n",
+       "      <td>47.402010</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1221</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>201861</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591353</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591353</td>\n",
+       "      <td>07:01:00</td>\n",
+       "      <td>07:01:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Schwert</td>\n",
+       "      <td>47.399730</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>816</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>201862</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591039</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591039</td>\n",
+       "      <td>07:02:00</td>\n",
+       "      <td>07:02:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Zürich, Alte Trotte</td>\n",
+       "      <td>47.397766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>776</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>201863</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591121</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591121</td>\n",
+       "      <td>07:03:00</td>\n",
+       "      <td>07:03:00</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Zürich, Eschergutweg</td>\n",
+       "      <td>47.396270</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>307</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201864</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591417</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591417</td>\n",
+       "      <td>07:05:00</td>\n",
+       "      <td>07:05:00</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Zürich, Waidfussweg</td>\n",
+       "      <td>47.395498</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>347</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>201865</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591437</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591437</td>\n",
+       "      <td>07:06:00</td>\n",
+       "      <td>07:06:00</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Zürich, Wipkingerplatz</td>\n",
+       "      <td>47.392591</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1015</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>201866</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8580522</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8580522</td>\n",
+       "      <td>07:08:00</td>\n",
+       "      <td>07:08:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Zürich, Escher-Wyss-Platz</td>\n",
+       "      <td>47.390797</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>455</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>201867</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591110</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591110</td>\n",
+       "      <td>07:09:00</td>\n",
+       "      <td>07:09:00</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Zürich, Dammweg</td>\n",
+       "      <td>47.388492</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201868</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591306</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591306</td>\n",
+       "      <td>07:10:00</td>\n",
+       "      <td>07:10:00</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Zürich, Quellenstrasse</td>\n",
+       "      <td>47.386740</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>786</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201869</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591257</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591257</td>\n",
+       "      <td>07:11:00</td>\n",
+       "      <td>07:11:00</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Zürich, Limmatplatz</td>\n",
+       "      <td>47.384599</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>388</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>201870</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591282</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591282</td>\n",
+       "      <td>07:12:00</td>\n",
+       "      <td>07:12:00</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Zürich, Museum für Gestaltung</td>\n",
+       "      <td>47.382124</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>138</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>201871</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591368</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591368</td>\n",
+       "      <td>07:14:00</td>\n",
+       "      <td>07:14:00</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Zürich, Sihlquai/HB</td>\n",
+       "      <td>47.379873</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>880</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>201872</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8587349</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8587349</td>\n",
+       "      <td>07:16:00</td>\n",
+       "      <td>07:16:00</td>\n",
+       "      <td>17</td>\n",
+       "      <td>Zürich, Bahnhofquai/HB</td>\n",
+       "      <td>47.377562</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>602</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201873</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591067</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591067</td>\n",
+       "      <td>07:18:00</td>\n",
+       "      <td>07:18:00</td>\n",
+       "      <td>18</td>\n",
+       "      <td>Zürich, Bahnhofstrasse/HB</td>\n",
+       "      <td>47.376558</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>616</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>13</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201874</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591316</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591316</td>\n",
+       "      <td>07:20:00</td>\n",
+       "      <td>07:20:00</td>\n",
+       "      <td>19</td>\n",
+       "      <td>Zürich, Rennweg</td>\n",
+       "      <td>47.373066</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>373</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201875</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591299</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591299</td>\n",
+       "      <td>07:22:00</td>\n",
+       "      <td>07:22:00</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Zürich, Paradeplatz</td>\n",
+       "      <td>47.369367</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1223</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201876</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591384</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591384</td>\n",
+       "      <td>07:23:00</td>\n",
+       "      <td>07:23:00</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Zürich, Stockerstrasse</td>\n",
+       "      <td>47.367700</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>871</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201877</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591404</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591404</td>\n",
+       "      <td>07:24:00</td>\n",
+       "      <td>07:24:00</td>\n",
+       "      <td>22</td>\n",
+       "      <td>Zürich, Tunnelstrasse</td>\n",
+       "      <td>47.366143</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>890</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>201878</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591059</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591059</td>\n",
+       "      <td>07:25:00</td>\n",
+       "      <td>07:25:00</td>\n",
+       "      <td>23</td>\n",
+       "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
+       "      <td>47.364555</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>177</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201879</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591415</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591415</td>\n",
+       "      <td>07:27:00</td>\n",
+       "      <td>07:27:00</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Zürich, Waffenplatzstrasse</td>\n",
+       "      <td>47.361482</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1265</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201880</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591366</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591366</td>\n",
+       "      <td>07:28:00</td>\n",
+       "      <td>07:28:00</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Zürich, Sihlcity Nord</td>\n",
+       "      <td>47.360064</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>968</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>201881</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591329</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591329</td>\n",
+       "      <td>07:29:00</td>\n",
+       "      <td>07:29:00</td>\n",
+       "      <td>26</td>\n",
+       "      <td>Zürich, Saalsporthalle</td>\n",
+       "      <td>47.357861</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1238</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201882</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591245</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591245</td>\n",
+       "      <td>07:30:00</td>\n",
+       "      <td>07:30:00</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Zürich, Laubegg</td>\n",
+       "      <td>47.358731</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1216</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>201883</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591405</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591405</td>\n",
+       "      <td>07:32:00</td>\n",
+       "      <td>07:32:00</td>\n",
+       "      <td>28</td>\n",
+       "      <td>Zürich, Uetlihof</td>\n",
+       "      <td>47.356735</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>847</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>201884</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591385</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591385</td>\n",
+       "      <td>07:33:00</td>\n",
+       "      <td>07:33:00</td>\n",
+       "      <td>29</td>\n",
+       "      <td>Zürich, Strassenverkehrsamt</td>\n",
+       "      <td>47.353072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>275</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>201885</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591034</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591034</td>\n",
+       "      <td>07:34:00</td>\n",
+       "      <td>None</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>47.351995</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1352</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>25</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201886</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591049</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591049</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Zürich, Auzelg</td>\n",
+       "      <td>47.416692</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1117</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>26</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>201887</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591128</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591128</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Zürich, Fernsehstudio</td>\n",
+       "      <td>47.418175</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>156</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>27</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>201888</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591830</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591830</td>\n",
+       "      <td>19:52:00</td>\n",
+       "      <td>19:52:00</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Glattpark, Glattpark</td>\n",
+       "      <td>47.419956</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>671</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>28</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201889</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591294</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591294</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Zürich, Oerlikerhus</td>\n",
+       "      <td>47.417585</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>573</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>29</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>201890</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591256</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591256</td>\n",
+       "      <td>19:54:00</td>\n",
+       "      <td>19:54:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Leutschenbach</td>\n",
+       "      <td>47.414643</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>444</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>30</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>201891</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591273</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591273</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Messe/Hallenstadion</td>\n",
+       "      <td>47.410692</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>389</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>31</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>201892</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591382</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591382</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Zürich, Sternen Oerlikon</td>\n",
+       "      <td>47.410072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>687</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>32</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>201893</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8580449</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8580449</td>\n",
+       "      <td>19:59:00</td>\n",
+       "      <td>None</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Zürich Oerlikon, Bahnhof</td>\n",
+       "      <td>47.411494</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Zürich, Rehalp</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>766</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>33</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>201894</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591057</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591057</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Zürich Altstetten, Bahnhof N</td>\n",
+       "      <td>47.392068</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>521</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>34</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>201895</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591402</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591402</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Zürich, Tüffenwies</td>\n",
+       "      <td>47.397979</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>35</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>201896</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591434</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591434</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Zürich, Winzerhalde</td>\n",
+       "      <td>47.400058</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>711</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>36</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>201897</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591197</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591197</td>\n",
+       "      <td>19:42:00</td>\n",
+       "      <td>19:42:00</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Zürich, Hohenklingensteig</td>\n",
+       "      <td>47.401347</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1125</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>37</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>201898</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591436</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591436</td>\n",
+       "      <td>19:43:00</td>\n",
+       "      <td>19:43:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Winzerstrasse Süd</td>\n",
+       "      <td>47.403372</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>149</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>38</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>201899</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591136</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591136</td>\n",
+       "      <td>19:46:00</td>\n",
+       "      <td>19:46:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Frankental</td>\n",
+       "      <td>47.405701</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>690</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>39</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>201900</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590725</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590725</td>\n",
+       "      <td>19:47:00</td>\n",
+       "      <td>19:47:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Oberengstringen, Eggbühl</td>\n",
+       "      <td>47.405524</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1329</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>40</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590726</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590726</td>\n",
+       "      <td>19:48:00</td>\n",
+       "      <td>19:48:00</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Oberengstringen, Lanzrain</td>\n",
+       "      <td>47.407342</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>763</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>41</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>201902</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590728</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590728</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Oberengstringen, Zentrum</td>\n",
+       "      <td>47.409130</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>376</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>42</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>201903</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590727</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590727</td>\n",
+       "      <td>19:50:00</td>\n",
+       "      <td>19:50:00</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Oberengstringen, Paradies</td>\n",
+       "      <td>47.410485</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>740</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>43</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>201904</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590833</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590833</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Unterengstringen, Langacher</td>\n",
+       "      <td>47.412236</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>764</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>44</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>201905</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8594732</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8594732</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Unterengstringen, Sennenbüel N</td>\n",
+       "      <td>47.413494</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>987</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>45</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>201906</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590831</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590831</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Unterengstringen, Aegelsee</td>\n",
+       "      <td>47.414978</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>502</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>46</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>201907</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590911</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590911</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Weiningen ZH, Ausserdorf</td>\n",
+       "      <td>47.417683</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>754</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>47</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>201908</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590913</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590913</td>\n",
+       "      <td>19:56:00</td>\n",
+       "      <td>19:56:00</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Weiningen ZH, Lindenplatz</td>\n",
+       "      <td>47.419555</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>934</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>48</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>201909</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590914</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590914</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Weiningen ZH, Schulhaus</td>\n",
+       "      <td>47.418351</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Dietikon, Bahnhof</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>622</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>49</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>50 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     index       route_id  stop_id_general                   trip_id  stop_id  \\\n",
+       "0   201860    26-13-j19-1          8576240  2064.TA.26-13-j19-1.24.H  8576240   \n",
+       "1   201861    26-13-j19-1          8591353  2064.TA.26-13-j19-1.24.H  8591353   \n",
+       "2   201862    26-13-j19-1          8591039  2064.TA.26-13-j19-1.24.H  8591039   \n",
+       "3   201863    26-13-j19-1          8591121  2064.TA.26-13-j19-1.24.H  8591121   \n",
+       "4   201864    26-13-j19-1          8591417  2064.TA.26-13-j19-1.24.H  8591417   \n",
+       "5   201865    26-13-j19-1          8591437  2064.TA.26-13-j19-1.24.H  8591437   \n",
+       "6   201866    26-13-j19-1          8580522  2064.TA.26-13-j19-1.24.H  8580522   \n",
+       "7   201867    26-13-j19-1          8591110  2064.TA.26-13-j19-1.24.H  8591110   \n",
+       "8   201868    26-13-j19-1          8591306  2064.TA.26-13-j19-1.24.H  8591306   \n",
+       "9   201869    26-13-j19-1          8591257  2064.TA.26-13-j19-1.24.H  8591257   \n",
+       "10  201870    26-13-j19-1          8591282  2064.TA.26-13-j19-1.24.H  8591282   \n",
+       "11  201871    26-13-j19-1          8591368  2064.TA.26-13-j19-1.24.H  8591368   \n",
+       "12  201872    26-13-j19-1          8587349  2064.TA.26-13-j19-1.24.H  8587349   \n",
+       "13  201873    26-13-j19-1          8591067  2064.TA.26-13-j19-1.24.H  8591067   \n",
+       "14  201874    26-13-j19-1          8591316  2064.TA.26-13-j19-1.24.H  8591316   \n",
+       "15  201875    26-13-j19-1          8591299  2064.TA.26-13-j19-1.24.H  8591299   \n",
+       "16  201876    26-13-j19-1          8591384  2064.TA.26-13-j19-1.24.H  8591384   \n",
+       "17  201877    26-13-j19-1          8591404  2064.TA.26-13-j19-1.24.H  8591404   \n",
+       "18  201878    26-13-j19-1          8591059  2064.TA.26-13-j19-1.24.H  8591059   \n",
+       "19  201879    26-13-j19-1          8591415  2064.TA.26-13-j19-1.24.H  8591415   \n",
+       "20  201880    26-13-j19-1          8591366  2064.TA.26-13-j19-1.24.H  8591366   \n",
+       "21  201881    26-13-j19-1          8591329  2064.TA.26-13-j19-1.24.H  8591329   \n",
+       "22  201882    26-13-j19-1          8591245  2064.TA.26-13-j19-1.24.H  8591245   \n",
+       "23  201883    26-13-j19-1          8591405  2064.TA.26-13-j19-1.24.H  8591405   \n",
+       "24  201884    26-13-j19-1          8591385  2064.TA.26-13-j19-1.24.H  8591385   \n",
+       "25  201885    26-13-j19-1          8591034  2064.TA.26-13-j19-1.24.H  8591034   \n",
+       "26  201886  26-11-A-j19-1          8591049  791.TA.26-11-A-j19-1.3.H  8591049   \n",
+       "27  201887  26-11-A-j19-1          8591128  791.TA.26-11-A-j19-1.3.H  8591128   \n",
+       "28  201888  26-11-A-j19-1          8591830  791.TA.26-11-A-j19-1.3.H  8591830   \n",
+       "29  201889  26-11-A-j19-1          8591294  791.TA.26-11-A-j19-1.3.H  8591294   \n",
+       "30  201890  26-11-A-j19-1          8591256  791.TA.26-11-A-j19-1.3.H  8591256   \n",
+       "31  201891  26-11-A-j19-1          8591273  791.TA.26-11-A-j19-1.3.H  8591273   \n",
+       "32  201892  26-11-A-j19-1          8591382  791.TA.26-11-A-j19-1.3.H  8591382   \n",
+       "33  201893  26-11-A-j19-1          8580449  791.TA.26-11-A-j19-1.3.H  8580449   \n",
+       "34  201894   26-304-j19-1          8591057   159.TA.26-304-j19-1.4.R  8591057   \n",
+       "35  201895   26-304-j19-1          8591402   159.TA.26-304-j19-1.4.R  8591402   \n",
+       "36  201896   26-304-j19-1          8591434   159.TA.26-304-j19-1.4.R  8591434   \n",
+       "37  201897   26-304-j19-1          8591197   159.TA.26-304-j19-1.4.R  8591197   \n",
+       "38  201898   26-304-j19-1          8591436   159.TA.26-304-j19-1.4.R  8591436   \n",
+       "39  201899   26-304-j19-1          8591136   159.TA.26-304-j19-1.4.R  8591136   \n",
+       "40  201900   26-304-j19-1          8590725   159.TA.26-304-j19-1.4.R  8590725   \n",
+       "41  201901   26-304-j19-1          8590726   159.TA.26-304-j19-1.4.R  8590726   \n",
+       "42  201902   26-304-j19-1          8590728   159.TA.26-304-j19-1.4.R  8590728   \n",
+       "43  201903   26-304-j19-1          8590727   159.TA.26-304-j19-1.4.R  8590727   \n",
+       "44  201904   26-304-j19-1          8590833   159.TA.26-304-j19-1.4.R  8590833   \n",
+       "45  201905   26-304-j19-1          8594732   159.TA.26-304-j19-1.4.R  8594732   \n",
+       "46  201906   26-304-j19-1          8590831   159.TA.26-304-j19-1.4.R  8590831   \n",
+       "47  201907   26-304-j19-1          8590911   159.TA.26-304-j19-1.4.R  8590911   \n",
+       "48  201908   26-304-j19-1          8590913   159.TA.26-304-j19-1.4.R  8590913   \n",
+       "49  201909   26-304-j19-1          8590914   159.TA.26-304-j19-1.4.R  8590914   \n",
+       "\n",
+       "   arrival_time departure_time  stop_sequence                       stop_name  \\\n",
+       "0      07:00:00       07:00:00              5           Zürich, Meierhofplatz   \n",
+       "1      07:01:00       07:01:00              6                 Zürich, Schwert   \n",
+       "2      07:02:00       07:02:00              7             Zürich, Alte Trotte   \n",
+       "3      07:03:00       07:03:00              8            Zürich, Eschergutweg   \n",
+       "4      07:05:00       07:05:00              9             Zürich, Waidfussweg   \n",
+       "5      07:06:00       07:06:00             10          Zürich, Wipkingerplatz   \n",
+       "6      07:08:00       07:08:00             11       Zürich, Escher-Wyss-Platz   \n",
+       "7      07:09:00       07:09:00             12                 Zürich, Dammweg   \n",
+       "8      07:10:00       07:10:00             13          Zürich, Quellenstrasse   \n",
+       "9      07:11:00       07:11:00             14             Zürich, Limmatplatz   \n",
+       "10     07:12:00       07:12:00             15   Zürich, Museum für Gestaltung   \n",
+       "11     07:14:00       07:14:00             16             Zürich, Sihlquai/HB   \n",
+       "12     07:16:00       07:16:00             17          Zürich, Bahnhofquai/HB   \n",
+       "13     07:18:00       07:18:00             18       Zürich, Bahnhofstrasse/HB   \n",
+       "14     07:20:00       07:20:00             19                 Zürich, Rennweg   \n",
+       "15     07:22:00       07:22:00             20             Zürich, Paradeplatz   \n",
+       "16     07:23:00       07:23:00             21          Zürich, Stockerstrasse   \n",
+       "17     07:24:00       07:24:00             22           Zürich, Tunnelstrasse   \n",
+       "18     07:25:00       07:25:00             23  Zürich Enge, Bahnhof/Bederstr.   \n",
+       "19     07:27:00       07:27:00             24      Zürich, Waffenplatzstrasse   \n",
+       "20     07:28:00       07:28:00             25           Zürich, Sihlcity Nord   \n",
+       "21     07:29:00       07:29:00             26          Zürich, Saalsporthalle   \n",
+       "22     07:30:00       07:30:00             27                 Zürich, Laubegg   \n",
+       "23     07:32:00       07:32:00             28                Zürich, Uetlihof   \n",
+       "24     07:33:00       07:33:00             29     Zürich, Strassenverkehrsamt   \n",
+       "25     07:34:00           None             30              Zürich, Albisgütli   \n",
+       "26     19:49:00       19:49:00              1                  Zürich, Auzelg   \n",
+       "27     19:51:00       19:51:00              2           Zürich, Fernsehstudio   \n",
+       "28     19:52:00       19:52:00              3            Glattpark, Glattpark   \n",
+       "29     19:53:00       19:53:00              4             Zürich, Oerlikerhus   \n",
+       "30     19:54:00       19:54:00              5           Zürich, Leutschenbach   \n",
+       "31     19:55:00       19:55:00              6     Zürich, Messe/Hallenstadion   \n",
+       "32     19:57:00       19:57:00              7        Zürich, Sternen Oerlikon   \n",
+       "33     19:59:00           None              8        Zürich Oerlikon, Bahnhof   \n",
+       "34     19:39:00       19:39:00              1    Zürich Altstetten, Bahnhof N   \n",
+       "35     19:41:00       19:41:00              2              Zürich, Tüffenwies   \n",
+       "36     19:41:00       19:41:00              3             Zürich, Winzerhalde   \n",
+       "37     19:42:00       19:42:00              4       Zürich, Hohenklingensteig   \n",
+       "38     19:43:00       19:43:00              5       Zürich, Winzerstrasse Süd   \n",
+       "39     19:46:00       19:46:00              6              Zürich, Frankental   \n",
+       "40     19:47:00       19:47:00              7        Oberengstringen, Eggbühl   \n",
+       "41     19:48:00       19:48:00              8       Oberengstringen, Lanzrain   \n",
+       "42     19:49:00       19:49:00              9        Oberengstringen, Zentrum   \n",
+       "43     19:50:00       19:50:00             10       Oberengstringen, Paradies   \n",
+       "44     19:51:00       19:51:00             11     Unterengstringen, Langacher   \n",
+       "45     19:53:00       19:53:00             12  Unterengstringen, Sennenbüel N   \n",
+       "46     19:53:00       19:53:00             13      Unterengstringen, Aegelsee   \n",
+       "47     19:55:00       19:55:00             14        Weiningen ZH, Ausserdorf   \n",
+       "48     19:56:00       19:56:00             15       Weiningen ZH, Lindenplatz   \n",
+       "49     19:57:00       19:57:00             16         Weiningen ZH, Schulhaus   \n",
+       "\n",
+       "     stop_lat  ...       trip_headsign trip_short_name  direction_id  \\\n",
+       "0   47.402010  ...  Zürich, Albisgütli            1831             0   \n",
+       "1   47.399730  ...  Zürich, Albisgütli            1831             0   \n",
+       "2   47.397766  ...  Zürich, Albisgütli            1831             0   \n",
+       "3   47.396270  ...  Zürich, Albisgütli            1831             0   \n",
+       "4   47.395498  ...  Zürich, Albisgütli            1831             0   \n",
+       "5   47.392591  ...  Zürich, Albisgütli            1831             0   \n",
+       "6   47.390797  ...  Zürich, Albisgütli            1831             0   \n",
+       "7   47.388492  ...  Zürich, Albisgütli            1831             0   \n",
+       "8   47.386740  ...  Zürich, Albisgütli            1831             0   \n",
+       "9   47.384599  ...  Zürich, Albisgütli            1831             0   \n",
+       "10  47.382124  ...  Zürich, Albisgütli            1831             0   \n",
+       "11  47.379873  ...  Zürich, Albisgütli            1831             0   \n",
+       "12  47.377562  ...  Zürich, Albisgütli            1831             0   \n",
+       "13  47.376558  ...  Zürich, Albisgütli            1831             0   \n",
+       "14  47.373066  ...  Zürich, Albisgütli            1831             0   \n",
+       "15  47.369367  ...  Zürich, Albisgütli            1831             0   \n",
+       "16  47.367700  ...  Zürich, Albisgütli            1831             0   \n",
+       "17  47.366143  ...  Zürich, Albisgütli            1831             0   \n",
+       "18  47.364555  ...  Zürich, Albisgütli            1831             0   \n",
+       "19  47.361482  ...  Zürich, Albisgütli            1831             0   \n",
+       "20  47.360064  ...  Zürich, Albisgütli            1831             0   \n",
+       "21  47.357861  ...  Zürich, Albisgütli            1831             0   \n",
+       "22  47.358731  ...  Zürich, Albisgütli            1831             0   \n",
+       "23  47.356735  ...  Zürich, Albisgütli            1831             0   \n",
+       "24  47.353072  ...  Zürich, Albisgütli            1831             0   \n",
+       "25  47.351995  ...  Zürich, Albisgütli            1831             0   \n",
+       "26  47.416692  ...      Zürich, Rehalp             363             0   \n",
+       "27  47.418175  ...      Zürich, Rehalp             363             0   \n",
+       "28  47.419956  ...      Zürich, Rehalp             363             0   \n",
+       "29  47.417585  ...      Zürich, Rehalp             363             0   \n",
+       "30  47.414643  ...      Zürich, Rehalp             363             0   \n",
+       "31  47.410692  ...      Zürich, Rehalp             363             0   \n",
+       "32  47.410072  ...      Zürich, Rehalp             363             0   \n",
+       "33  47.411494  ...      Zürich, Rehalp             363             0   \n",
+       "34  47.392068  ...   Dietikon, Bahnhof            5481             1   \n",
+       "35  47.397979  ...   Dietikon, Bahnhof            5481             1   \n",
+       "36  47.400058  ...   Dietikon, Bahnhof            5481             1   \n",
+       "37  47.401347  ...   Dietikon, Bahnhof            5481             1   \n",
+       "38  47.403372  ...   Dietikon, Bahnhof            5481             1   \n",
+       "39  47.405701  ...   Dietikon, Bahnhof            5481             1   \n",
+       "40  47.405524  ...   Dietikon, Bahnhof            5481             1   \n",
+       "41  47.407342  ...   Dietikon, Bahnhof            5481             1   \n",
+       "42  47.409130  ...   Dietikon, Bahnhof            5481             1   \n",
+       "43  47.410485  ...   Dietikon, Bahnhof            5481             1   \n",
+       "44  47.412236  ...   Dietikon, Bahnhof            5481             1   \n",
+       "45  47.413494  ...   Dietikon, Bahnhof            5481             1   \n",
+       "46  47.414978  ...   Dietikon, Bahnhof            5481             1   \n",
+       "47  47.417683  ...   Dietikon, Bahnhof            5481             1   \n",
+       "48  47.419555  ...   Dietikon, Bahnhof            5481             1   \n",
+       "49  47.418351  ...   Dietikon, Bahnhof            5481             1   \n",
+       "\n",
+       "    departure_first_stop route_int  stop_count  stop_int  route_desc  \\\n",
+       "0               07:00:00         0          26      1221        Tram   \n",
+       "1               07:00:00         0          26       816        Tram   \n",
+       "2               07:00:00         0          26       776        Tram   \n",
+       "3               07:00:00         0          26       307        Tram   \n",
+       "4               07:00:00         0          26       347        Tram   \n",
+       "5               07:00:00         0          26      1015        Tram   \n",
+       "6               07:00:00         0          26       455        Tram   \n",
+       "7               07:00:00         0          26      1102        Tram   \n",
+       "8               07:00:00         0          26       786        Tram   \n",
+       "9               07:00:00         0          26       388        Tram   \n",
+       "10              07:00:00         0          26       138        Tram   \n",
+       "11              07:00:00         0          26       880        Tram   \n",
+       "12              07:00:00         0          26       602        Tram   \n",
+       "13              07:00:00         0          26       616        Tram   \n",
+       "14              07:00:00         0          26       373        Tram   \n",
+       "15              07:00:00         0          26      1223        Tram   \n",
+       "16              07:00:00         0          26       871        Tram   \n",
+       "17              07:00:00         0          26       890        Tram   \n",
+       "18              07:00:00         0          26       177        Tram   \n",
+       "19              07:00:00         0          26      1265        Tram   \n",
+       "20              07:00:00         0          26       968        Tram   \n",
+       "21              07:00:00         0          26      1238        Tram   \n",
+       "22              07:00:00         0          26      1216        Tram   \n",
+       "23              07:00:00         0          26       847        Tram   \n",
+       "24              07:00:00         0          26       275        Tram   \n",
+       "25              07:00:00         0          26      1352        Tram   \n",
+       "26              19:49:00         1           8      1117        Tram   \n",
+       "27              19:49:00         1           8       156        Tram   \n",
+       "28              19:49:00         1           8       671        Tram   \n",
+       "29              19:49:00         1           8       573        Tram   \n",
+       "30              19:49:00         1           8       444        Tram   \n",
+       "31              19:49:00         1           8       389        Tram   \n",
+       "32              19:49:00         1           8       687        Tram   \n",
+       "33              19:49:00         1           8       766        Tram   \n",
+       "34              19:39:00         2          17       521         Bus   \n",
+       "35              19:39:00         2          17      1000         Bus   \n",
+       "36              19:39:00         2          17       711         Bus   \n",
+       "37              19:39:00         2          17      1125         Bus   \n",
+       "38              19:39:00         2          17       149         Bus   \n",
+       "39              19:39:00         2          17       690         Bus   \n",
+       "40              19:39:00         2          17      1329         Bus   \n",
+       "41              19:39:00         2          17       763         Bus   \n",
+       "42              19:39:00         2          17       376         Bus   \n",
+       "43              19:39:00         2          17       740         Bus   \n",
+       "44              19:39:00         2          17       764         Bus   \n",
+       "45              19:39:00         2          17       987         Bus   \n",
+       "46              19:39:00         2          17       502         Bus   \n",
+       "47              19:39:00         2          17       754         Bus   \n",
+       "48              19:39:00         2          17       934         Bus   \n",
+       "49              19:39:00         2          17       622         Bus   \n",
+       "\n",
+       "   monotonically_increasing_id                 trip_id_1  \n",
+       "0                            0  2064.TA.26-13-j19-1.24.H  \n",
+       "1                            1  2064.TA.26-13-j19-1.24.H  \n",
+       "2                            2  2064.TA.26-13-j19-1.24.H  \n",
+       "3                            3  2064.TA.26-13-j19-1.24.H  \n",
+       "4                            4  2064.TA.26-13-j19-1.24.H  \n",
+       "5                            5  2064.TA.26-13-j19-1.24.H  \n",
+       "6                            6  2064.TA.26-13-j19-1.24.H  \n",
+       "7                            7  2064.TA.26-13-j19-1.24.H  \n",
+       "8                            8  2064.TA.26-13-j19-1.24.H  \n",
+       "9                            9  2064.TA.26-13-j19-1.24.H  \n",
+       "10                          10  2064.TA.26-13-j19-1.24.H  \n",
+       "11                          11  2064.TA.26-13-j19-1.24.H  \n",
+       "12                          12  2064.TA.26-13-j19-1.24.H  \n",
+       "13                          13  2064.TA.26-13-j19-1.24.H  \n",
+       "14                          14  2064.TA.26-13-j19-1.24.H  \n",
+       "15                          15  2064.TA.26-13-j19-1.24.H  \n",
+       "16                          16  2064.TA.26-13-j19-1.24.H  \n",
+       "17                          17  2064.TA.26-13-j19-1.24.H  \n",
+       "18                          18  2064.TA.26-13-j19-1.24.H  \n",
+       "19                          19  2064.TA.26-13-j19-1.24.H  \n",
+       "20                          20  2064.TA.26-13-j19-1.24.H  \n",
+       "21                          21  2064.TA.26-13-j19-1.24.H  \n",
+       "22                          22  2064.TA.26-13-j19-1.24.H  \n",
+       "23                          23  2064.TA.26-13-j19-1.24.H  \n",
+       "24                          24  2064.TA.26-13-j19-1.24.H  \n",
+       "25                          25  791.TA.26-11-A-j19-1.3.H  \n",
+       "26                          26  791.TA.26-11-A-j19-1.3.H  \n",
+       "27                          27  791.TA.26-11-A-j19-1.3.H  \n",
+       "28                          28  791.TA.26-11-A-j19-1.3.H  \n",
+       "29                          29  791.TA.26-11-A-j19-1.3.H  \n",
+       "30                          30  791.TA.26-11-A-j19-1.3.H  \n",
+       "31                          31  791.TA.26-11-A-j19-1.3.H  \n",
+       "32                          32  791.TA.26-11-A-j19-1.3.H  \n",
+       "33                          33   159.TA.26-304-j19-1.4.R  \n",
+       "34                          34   159.TA.26-304-j19-1.4.R  \n",
+       "35                          35   159.TA.26-304-j19-1.4.R  \n",
+       "36                          36   159.TA.26-304-j19-1.4.R  \n",
+       "37                          37   159.TA.26-304-j19-1.4.R  \n",
+       "38                          38   159.TA.26-304-j19-1.4.R  \n",
+       "39                          39   159.TA.26-304-j19-1.4.R  \n",
+       "40                          40   159.TA.26-304-j19-1.4.R  \n",
+       "41                          41   159.TA.26-304-j19-1.4.R  \n",
+       "42                          42   159.TA.26-304-j19-1.4.R  \n",
+       "43                          43   159.TA.26-304-j19-1.4.R  \n",
+       "44                          44   159.TA.26-304-j19-1.4.R  \n",
+       "45                          45   159.TA.26-304-j19-1.4.R  \n",
+       "46                          46   159.TA.26-304-j19-1.4.R  \n",
+       "47                          47   159.TA.26-304-j19-1.4.R  \n",
+       "48                          48   159.TA.26-304-j19-1.4.R  \n",
+       "49                          49   159.TA.26-304-j19-1.4.R  \n",
+       "\n",
+       "[50 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stop_times_ordered.head(50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>route_id</th>\n",
+       "      <th>stop_id_general</th>\n",
+       "      <th>trip_id</th>\n",
+       "      <th>stop_id</th>\n",
+       "      <th>arrival_time</th>\n",
+       "      <th>departure_time</th>\n",
+       "      <th>stop_sequence</th>\n",
+       "      <th>stop_name</th>\n",
+       "      <th>stop_lat</th>\n",
+       "      <th>...</th>\n",
+       "      <th>trip_short_name</th>\n",
+       "      <th>direction_id</th>\n",
+       "      <th>departure_first_stop</th>\n",
+       "      <th>route_int</th>\n",
+       "      <th>stop_count</th>\n",
+       "      <th>stop_int</th>\n",
+       "      <th>route_desc</th>\n",
+       "      <th>monotonically_increasing_id</th>\n",
+       "      <th>trip_id_1</th>\n",
+       "      <th>trip_id_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201860</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8576240</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8576240</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Meierhofplatz</td>\n",
+       "      <td>47.402010</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1221</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>201861</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591353</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591353</td>\n",
+       "      <td>07:01:00</td>\n",
+       "      <td>07:01:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Schwert</td>\n",
+       "      <td>47.399730</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>816</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>201862</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591039</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591039</td>\n",
+       "      <td>07:02:00</td>\n",
+       "      <td>07:02:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Zürich, Alte Trotte</td>\n",
+       "      <td>47.397766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>776</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>201863</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591121</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591121</td>\n",
+       "      <td>07:03:00</td>\n",
+       "      <td>07:03:00</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Zürich, Eschergutweg</td>\n",
+       "      <td>47.396270</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>307</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201864</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591417</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591417</td>\n",
+       "      <td>07:05:00</td>\n",
+       "      <td>07:05:00</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Zürich, Waidfussweg</td>\n",
+       "      <td>47.395498</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>347</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>201865</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591437</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591437</td>\n",
+       "      <td>07:06:00</td>\n",
+       "      <td>07:06:00</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Zürich, Wipkingerplatz</td>\n",
+       "      <td>47.392591</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1015</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>201866</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8580522</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8580522</td>\n",
+       "      <td>07:08:00</td>\n",
+       "      <td>07:08:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Zürich, Escher-Wyss-Platz</td>\n",
+       "      <td>47.390797</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>455</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>201867</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591110</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591110</td>\n",
+       "      <td>07:09:00</td>\n",
+       "      <td>07:09:00</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Zürich, Dammweg</td>\n",
+       "      <td>47.388492</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201868</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591306</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591306</td>\n",
+       "      <td>07:10:00</td>\n",
+       "      <td>07:10:00</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Zürich, Quellenstrasse</td>\n",
+       "      <td>47.386740</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>786</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201869</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591257</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591257</td>\n",
+       "      <td>07:11:00</td>\n",
+       "      <td>07:11:00</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Zürich, Limmatplatz</td>\n",
+       "      <td>47.384599</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>388</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>201870</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591282</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591282</td>\n",
+       "      <td>07:12:00</td>\n",
+       "      <td>07:12:00</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Zürich, Museum für Gestaltung</td>\n",
+       "      <td>47.382124</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>138</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>201871</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591368</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591368</td>\n",
+       "      <td>07:14:00</td>\n",
+       "      <td>07:14:00</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Zürich, Sihlquai/HB</td>\n",
+       "      <td>47.379873</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>880</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>201872</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8587349</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8587349</td>\n",
+       "      <td>07:16:00</td>\n",
+       "      <td>07:16:00</td>\n",
+       "      <td>17</td>\n",
+       "      <td>Zürich, Bahnhofquai/HB</td>\n",
+       "      <td>47.377562</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>602</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201873</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591067</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591067</td>\n",
+       "      <td>07:18:00</td>\n",
+       "      <td>07:18:00</td>\n",
+       "      <td>18</td>\n",
+       "      <td>Zürich, Bahnhofstrasse/HB</td>\n",
+       "      <td>47.376558</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>616</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>13</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201874</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591316</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591316</td>\n",
+       "      <td>07:20:00</td>\n",
+       "      <td>07:20:00</td>\n",
+       "      <td>19</td>\n",
+       "      <td>Zürich, Rennweg</td>\n",
+       "      <td>47.373066</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>373</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201875</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591299</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591299</td>\n",
+       "      <td>07:22:00</td>\n",
+       "      <td>07:22:00</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Zürich, Paradeplatz</td>\n",
+       "      <td>47.369367</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1223</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201876</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591384</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591384</td>\n",
+       "      <td>07:23:00</td>\n",
+       "      <td>07:23:00</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Zürich, Stockerstrasse</td>\n",
+       "      <td>47.367700</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>871</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201877</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591404</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591404</td>\n",
+       "      <td>07:24:00</td>\n",
+       "      <td>07:24:00</td>\n",
+       "      <td>22</td>\n",
+       "      <td>Zürich, Tunnelstrasse</td>\n",
+       "      <td>47.366143</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>890</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>201878</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591059</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591059</td>\n",
+       "      <td>07:25:00</td>\n",
+       "      <td>07:25:00</td>\n",
+       "      <td>23</td>\n",
+       "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
+       "      <td>47.364555</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>177</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201879</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591415</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591415</td>\n",
+       "      <td>07:27:00</td>\n",
+       "      <td>07:27:00</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Zürich, Waffenplatzstrasse</td>\n",
+       "      <td>47.361482</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1265</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201880</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591366</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591366</td>\n",
+       "      <td>07:28:00</td>\n",
+       "      <td>07:28:00</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Zürich, Sihlcity Nord</td>\n",
+       "      <td>47.360064</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>968</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>201881</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591329</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591329</td>\n",
+       "      <td>07:29:00</td>\n",
+       "      <td>07:29:00</td>\n",
+       "      <td>26</td>\n",
+       "      <td>Zürich, Saalsporthalle</td>\n",
+       "      <td>47.357861</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1238</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201882</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591245</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591245</td>\n",
+       "      <td>07:30:00</td>\n",
+       "      <td>07:30:00</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Zürich, Laubegg</td>\n",
+       "      <td>47.358731</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1216</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>201883</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591405</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591405</td>\n",
+       "      <td>07:32:00</td>\n",
+       "      <td>07:32:00</td>\n",
+       "      <td>28</td>\n",
+       "      <td>Zürich, Uetlihof</td>\n",
+       "      <td>47.356735</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>847</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>201884</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591385</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591385</td>\n",
+       "      <td>07:33:00</td>\n",
+       "      <td>07:33:00</td>\n",
+       "      <td>29</td>\n",
+       "      <td>Zürich, Strassenverkehrsamt</td>\n",
+       "      <td>47.353072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>275</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>24</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>201885</td>\n",
+       "      <td>26-13-j19-1</td>\n",
+       "      <td>8591034</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "      <td>8591034</td>\n",
+       "      <td>07:34:00</td>\n",
+       "      <td>None</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Zürich, Albisgütli</td>\n",
+       "      <td>47.351995</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1831</td>\n",
+       "      <td>0</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1352</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>25</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201886</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591049</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591049</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Zürich, Auzelg</td>\n",
+       "      <td>47.416692</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1117</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>26</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>2064.TA.26-13-j19-1.24.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>201887</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591128</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591128</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Zürich, Fernsehstudio</td>\n",
+       "      <td>47.418175</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>156</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>27</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>201888</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591830</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591830</td>\n",
+       "      <td>19:52:00</td>\n",
+       "      <td>19:52:00</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Glattpark, Glattpark</td>\n",
+       "      <td>47.419956</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>671</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>28</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201889</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591294</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591294</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Zürich, Oerlikerhus</td>\n",
+       "      <td>47.417585</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>573</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>29</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>201890</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591256</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591256</td>\n",
+       "      <td>19:54:00</td>\n",
+       "      <td>19:54:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Leutschenbach</td>\n",
+       "      <td>47.414643</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>444</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>30</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>201891</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591273</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591273</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Messe/Hallenstadion</td>\n",
+       "      <td>47.410692</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>389</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>31</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>201892</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8591382</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8591382</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Zürich, Sternen Oerlikon</td>\n",
+       "      <td>47.410072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>687</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>32</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>201893</td>\n",
+       "      <td>26-11-A-j19-1</td>\n",
+       "      <td>8580449</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "      <td>8580449</td>\n",
+       "      <td>19:59:00</td>\n",
+       "      <td>None</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Zürich Oerlikon, Bahnhof</td>\n",
+       "      <td>47.411494</td>\n",
+       "      <td>...</td>\n",
+       "      <td>363</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>766</td>\n",
+       "      <td>Tram</td>\n",
+       "      <td>33</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>201894</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591057</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591057</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Zürich Altstetten, Bahnhof N</td>\n",
+       "      <td>47.392068</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>521</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>34</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>791.TA.26-11-A-j19-1.3.H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>201895</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591402</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591402</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Zürich, Tüffenwies</td>\n",
+       "      <td>47.397979</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>35</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>201896</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591434</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591434</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>19:41:00</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Zürich, Winzerhalde</td>\n",
+       "      <td>47.400058</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>711</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>36</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>201897</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591197</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591197</td>\n",
+       "      <td>19:42:00</td>\n",
+       "      <td>19:42:00</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Zürich, Hohenklingensteig</td>\n",
+       "      <td>47.401347</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1125</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>37</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>201898</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591436</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591436</td>\n",
+       "      <td>19:43:00</td>\n",
+       "      <td>19:43:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Zürich, Winzerstrasse Süd</td>\n",
+       "      <td>47.403372</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>149</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>38</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>201899</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8591136</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8591136</td>\n",
+       "      <td>19:46:00</td>\n",
+       "      <td>19:46:00</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Zürich, Frankental</td>\n",
+       "      <td>47.405701</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>690</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>39</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>201900</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590725</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590725</td>\n",
+       "      <td>19:47:00</td>\n",
+       "      <td>19:47:00</td>\n",
+       "      <td>7</td>\n",
+       "      <td>Oberengstringen, Eggbühl</td>\n",
+       "      <td>47.405524</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1329</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>40</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590726</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590726</td>\n",
+       "      <td>19:48:00</td>\n",
+       "      <td>19:48:00</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Oberengstringen, Lanzrain</td>\n",
+       "      <td>47.407342</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>763</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>41</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>201902</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590728</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590728</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>19:49:00</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Oberengstringen, Zentrum</td>\n",
+       "      <td>47.409130</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>376</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>42</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>201903</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590727</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590727</td>\n",
+       "      <td>19:50:00</td>\n",
+       "      <td>19:50:00</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Oberengstringen, Paradies</td>\n",
+       "      <td>47.410485</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>740</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>43</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>201904</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590833</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590833</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>19:51:00</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Unterengstringen, Langacher</td>\n",
+       "      <td>47.412236</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>764</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>44</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>201905</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8594732</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8594732</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Unterengstringen, Sennenbüel N</td>\n",
+       "      <td>47.413494</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>987</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>45</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>201906</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590831</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590831</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>19:53:00</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Unterengstringen, Aegelsee</td>\n",
+       "      <td>47.414978</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>502</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>46</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>201907</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590911</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590911</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>19:55:00</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Weiningen ZH, Ausserdorf</td>\n",
+       "      <td>47.417683</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>754</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>47</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>201908</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590913</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590913</td>\n",
+       "      <td>19:56:00</td>\n",
+       "      <td>19:56:00</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Weiningen ZH, Lindenplatz</td>\n",
+       "      <td>47.419555</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>934</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>48</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>201909</td>\n",
+       "      <td>26-304-j19-1</td>\n",
+       "      <td>8590914</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>8590914</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>19:57:00</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Weiningen ZH, Schulhaus</td>\n",
+       "      <td>47.418351</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5481</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19:39:00</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>622</td>\n",
+       "      <td>Bus</td>\n",
+       "      <td>49</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "      <td>159.TA.26-304-j19-1.4.R</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>50 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     index       route_id  stop_id_general                   trip_id  stop_id  \\\n",
+       "0   201860    26-13-j19-1          8576240  2064.TA.26-13-j19-1.24.H  8576240   \n",
+       "1   201861    26-13-j19-1          8591353  2064.TA.26-13-j19-1.24.H  8591353   \n",
+       "2   201862    26-13-j19-1          8591039  2064.TA.26-13-j19-1.24.H  8591039   \n",
+       "3   201863    26-13-j19-1          8591121  2064.TA.26-13-j19-1.24.H  8591121   \n",
+       "4   201864    26-13-j19-1          8591417  2064.TA.26-13-j19-1.24.H  8591417   \n",
+       "5   201865    26-13-j19-1          8591437  2064.TA.26-13-j19-1.24.H  8591437   \n",
+       "6   201866    26-13-j19-1          8580522  2064.TA.26-13-j19-1.24.H  8580522   \n",
+       "7   201867    26-13-j19-1          8591110  2064.TA.26-13-j19-1.24.H  8591110   \n",
+       "8   201868    26-13-j19-1          8591306  2064.TA.26-13-j19-1.24.H  8591306   \n",
+       "9   201869    26-13-j19-1          8591257  2064.TA.26-13-j19-1.24.H  8591257   \n",
+       "10  201870    26-13-j19-1          8591282  2064.TA.26-13-j19-1.24.H  8591282   \n",
+       "11  201871    26-13-j19-1          8591368  2064.TA.26-13-j19-1.24.H  8591368   \n",
+       "12  201872    26-13-j19-1          8587349  2064.TA.26-13-j19-1.24.H  8587349   \n",
+       "13  201873    26-13-j19-1          8591067  2064.TA.26-13-j19-1.24.H  8591067   \n",
+       "14  201874    26-13-j19-1          8591316  2064.TA.26-13-j19-1.24.H  8591316   \n",
+       "15  201875    26-13-j19-1          8591299  2064.TA.26-13-j19-1.24.H  8591299   \n",
+       "16  201876    26-13-j19-1          8591384  2064.TA.26-13-j19-1.24.H  8591384   \n",
+       "17  201877    26-13-j19-1          8591404  2064.TA.26-13-j19-1.24.H  8591404   \n",
+       "18  201878    26-13-j19-1          8591059  2064.TA.26-13-j19-1.24.H  8591059   \n",
+       "19  201879    26-13-j19-1          8591415  2064.TA.26-13-j19-1.24.H  8591415   \n",
+       "20  201880    26-13-j19-1          8591366  2064.TA.26-13-j19-1.24.H  8591366   \n",
+       "21  201881    26-13-j19-1          8591329  2064.TA.26-13-j19-1.24.H  8591329   \n",
+       "22  201882    26-13-j19-1          8591245  2064.TA.26-13-j19-1.24.H  8591245   \n",
+       "23  201883    26-13-j19-1          8591405  2064.TA.26-13-j19-1.24.H  8591405   \n",
+       "24  201884    26-13-j19-1          8591385  2064.TA.26-13-j19-1.24.H  8591385   \n",
+       "25  201885    26-13-j19-1          8591034  2064.TA.26-13-j19-1.24.H  8591034   \n",
+       "26  201886  26-11-A-j19-1          8591049  791.TA.26-11-A-j19-1.3.H  8591049   \n",
+       "27  201887  26-11-A-j19-1          8591128  791.TA.26-11-A-j19-1.3.H  8591128   \n",
+       "28  201888  26-11-A-j19-1          8591830  791.TA.26-11-A-j19-1.3.H  8591830   \n",
+       "29  201889  26-11-A-j19-1          8591294  791.TA.26-11-A-j19-1.3.H  8591294   \n",
+       "30  201890  26-11-A-j19-1          8591256  791.TA.26-11-A-j19-1.3.H  8591256   \n",
+       "31  201891  26-11-A-j19-1          8591273  791.TA.26-11-A-j19-1.3.H  8591273   \n",
+       "32  201892  26-11-A-j19-1          8591382  791.TA.26-11-A-j19-1.3.H  8591382   \n",
+       "33  201893  26-11-A-j19-1          8580449  791.TA.26-11-A-j19-1.3.H  8580449   \n",
+       "34  201894   26-304-j19-1          8591057   159.TA.26-304-j19-1.4.R  8591057   \n",
+       "35  201895   26-304-j19-1          8591402   159.TA.26-304-j19-1.4.R  8591402   \n",
+       "36  201896   26-304-j19-1          8591434   159.TA.26-304-j19-1.4.R  8591434   \n",
+       "37  201897   26-304-j19-1          8591197   159.TA.26-304-j19-1.4.R  8591197   \n",
+       "38  201898   26-304-j19-1          8591436   159.TA.26-304-j19-1.4.R  8591436   \n",
+       "39  201899   26-304-j19-1          8591136   159.TA.26-304-j19-1.4.R  8591136   \n",
+       "40  201900   26-304-j19-1          8590725   159.TA.26-304-j19-1.4.R  8590725   \n",
+       "41  201901   26-304-j19-1          8590726   159.TA.26-304-j19-1.4.R  8590726   \n",
+       "42  201902   26-304-j19-1          8590728   159.TA.26-304-j19-1.4.R  8590728   \n",
+       "43  201903   26-304-j19-1          8590727   159.TA.26-304-j19-1.4.R  8590727   \n",
+       "44  201904   26-304-j19-1          8590833   159.TA.26-304-j19-1.4.R  8590833   \n",
+       "45  201905   26-304-j19-1          8594732   159.TA.26-304-j19-1.4.R  8594732   \n",
+       "46  201906   26-304-j19-1          8590831   159.TA.26-304-j19-1.4.R  8590831   \n",
+       "47  201907   26-304-j19-1          8590911   159.TA.26-304-j19-1.4.R  8590911   \n",
+       "48  201908   26-304-j19-1          8590913   159.TA.26-304-j19-1.4.R  8590913   \n",
+       "49  201909   26-304-j19-1          8590914   159.TA.26-304-j19-1.4.R  8590914   \n",
+       "\n",
+       "   arrival_time departure_time  stop_sequence                       stop_name  \\\n",
+       "0      07:00:00       07:00:00              5           Zürich, Meierhofplatz   \n",
+       "1      07:01:00       07:01:00              6                 Zürich, Schwert   \n",
+       "2      07:02:00       07:02:00              7             Zürich, Alte Trotte   \n",
+       "3      07:03:00       07:03:00              8            Zürich, Eschergutweg   \n",
+       "4      07:05:00       07:05:00              9             Zürich, Waidfussweg   \n",
+       "5      07:06:00       07:06:00             10          Zürich, Wipkingerplatz   \n",
+       "6      07:08:00       07:08:00             11       Zürich, Escher-Wyss-Platz   \n",
+       "7      07:09:00       07:09:00             12                 Zürich, Dammweg   \n",
+       "8      07:10:00       07:10:00             13          Zürich, Quellenstrasse   \n",
+       "9      07:11:00       07:11:00             14             Zürich, Limmatplatz   \n",
+       "10     07:12:00       07:12:00             15   Zürich, Museum für Gestaltung   \n",
+       "11     07:14:00       07:14:00             16             Zürich, Sihlquai/HB   \n",
+       "12     07:16:00       07:16:00             17          Zürich, Bahnhofquai/HB   \n",
+       "13     07:18:00       07:18:00             18       Zürich, Bahnhofstrasse/HB   \n",
+       "14     07:20:00       07:20:00             19                 Zürich, Rennweg   \n",
+       "15     07:22:00       07:22:00             20             Zürich, Paradeplatz   \n",
+       "16     07:23:00       07:23:00             21          Zürich, Stockerstrasse   \n",
+       "17     07:24:00       07:24:00             22           Zürich, Tunnelstrasse   \n",
+       "18     07:25:00       07:25:00             23  Zürich Enge, Bahnhof/Bederstr.   \n",
+       "19     07:27:00       07:27:00             24      Zürich, Waffenplatzstrasse   \n",
+       "20     07:28:00       07:28:00             25           Zürich, Sihlcity Nord   \n",
+       "21     07:29:00       07:29:00             26          Zürich, Saalsporthalle   \n",
+       "22     07:30:00       07:30:00             27                 Zürich, Laubegg   \n",
+       "23     07:32:00       07:32:00             28                Zürich, Uetlihof   \n",
+       "24     07:33:00       07:33:00             29     Zürich, Strassenverkehrsamt   \n",
+       "25     07:34:00           None             30              Zürich, Albisgütli   \n",
+       "26     19:49:00       19:49:00              1                  Zürich, Auzelg   \n",
+       "27     19:51:00       19:51:00              2           Zürich, Fernsehstudio   \n",
+       "28     19:52:00       19:52:00              3            Glattpark, Glattpark   \n",
+       "29     19:53:00       19:53:00              4             Zürich, Oerlikerhus   \n",
+       "30     19:54:00       19:54:00              5           Zürich, Leutschenbach   \n",
+       "31     19:55:00       19:55:00              6     Zürich, Messe/Hallenstadion   \n",
+       "32     19:57:00       19:57:00              7        Zürich, Sternen Oerlikon   \n",
+       "33     19:59:00           None              8        Zürich Oerlikon, Bahnhof   \n",
+       "34     19:39:00       19:39:00              1    Zürich Altstetten, Bahnhof N   \n",
+       "35     19:41:00       19:41:00              2              Zürich, Tüffenwies   \n",
+       "36     19:41:00       19:41:00              3             Zürich, Winzerhalde   \n",
+       "37     19:42:00       19:42:00              4       Zürich, Hohenklingensteig   \n",
+       "38     19:43:00       19:43:00              5       Zürich, Winzerstrasse Süd   \n",
+       "39     19:46:00       19:46:00              6              Zürich, Frankental   \n",
+       "40     19:47:00       19:47:00              7        Oberengstringen, Eggbühl   \n",
+       "41     19:48:00       19:48:00              8       Oberengstringen, Lanzrain   \n",
+       "42     19:49:00       19:49:00              9        Oberengstringen, Zentrum   \n",
+       "43     19:50:00       19:50:00             10       Oberengstringen, Paradies   \n",
+       "44     19:51:00       19:51:00             11     Unterengstringen, Langacher   \n",
+       "45     19:53:00       19:53:00             12  Unterengstringen, Sennenbüel N   \n",
+       "46     19:53:00       19:53:00             13      Unterengstringen, Aegelsee   \n",
+       "47     19:55:00       19:55:00             14        Weiningen ZH, Ausserdorf   \n",
+       "48     19:56:00       19:56:00             15       Weiningen ZH, Lindenplatz   \n",
+       "49     19:57:00       19:57:00             16         Weiningen ZH, Schulhaus   \n",
+       "\n",
+       "     stop_lat  ...  trip_short_name direction_id  departure_first_stop  \\\n",
+       "0   47.402010  ...             1831            0              07:00:00   \n",
+       "1   47.399730  ...             1831            0              07:00:00   \n",
+       "2   47.397766  ...             1831            0              07:00:00   \n",
+       "3   47.396270  ...             1831            0              07:00:00   \n",
+       "4   47.395498  ...             1831            0              07:00:00   \n",
+       "5   47.392591  ...             1831            0              07:00:00   \n",
+       "6   47.390797  ...             1831            0              07:00:00   \n",
+       "7   47.388492  ...             1831            0              07:00:00   \n",
+       "8   47.386740  ...             1831            0              07:00:00   \n",
+       "9   47.384599  ...             1831            0              07:00:00   \n",
+       "10  47.382124  ...             1831            0              07:00:00   \n",
+       "11  47.379873  ...             1831            0              07:00:00   \n",
+       "12  47.377562  ...             1831            0              07:00:00   \n",
+       "13  47.376558  ...             1831            0              07:00:00   \n",
+       "14  47.373066  ...             1831            0              07:00:00   \n",
+       "15  47.369367  ...             1831            0              07:00:00   \n",
+       "16  47.367700  ...             1831            0              07:00:00   \n",
+       "17  47.366143  ...             1831            0              07:00:00   \n",
+       "18  47.364555  ...             1831            0              07:00:00   \n",
+       "19  47.361482  ...             1831            0              07:00:00   \n",
+       "20  47.360064  ...             1831            0              07:00:00   \n",
+       "21  47.357861  ...             1831            0              07:00:00   \n",
+       "22  47.358731  ...             1831            0              07:00:00   \n",
+       "23  47.356735  ...             1831            0              07:00:00   \n",
+       "24  47.353072  ...             1831            0              07:00:00   \n",
+       "25  47.351995  ...             1831            0              07:00:00   \n",
+       "26  47.416692  ...              363            0              19:49:00   \n",
+       "27  47.418175  ...              363            0              19:49:00   \n",
+       "28  47.419956  ...              363            0              19:49:00   \n",
+       "29  47.417585  ...              363            0              19:49:00   \n",
+       "30  47.414643  ...              363            0              19:49:00   \n",
+       "31  47.410692  ...              363            0              19:49:00   \n",
+       "32  47.410072  ...              363            0              19:49:00   \n",
+       "33  47.411494  ...              363            0              19:49:00   \n",
+       "34  47.392068  ...             5481            1              19:39:00   \n",
+       "35  47.397979  ...             5481            1              19:39:00   \n",
+       "36  47.400058  ...             5481            1              19:39:00   \n",
+       "37  47.401347  ...             5481            1              19:39:00   \n",
+       "38  47.403372  ...             5481            1              19:39:00   \n",
+       "39  47.405701  ...             5481            1              19:39:00   \n",
+       "40  47.405524  ...             5481            1              19:39:00   \n",
+       "41  47.407342  ...             5481            1              19:39:00   \n",
+       "42  47.409130  ...             5481            1              19:39:00   \n",
+       "43  47.410485  ...             5481            1              19:39:00   \n",
+       "44  47.412236  ...             5481            1              19:39:00   \n",
+       "45  47.413494  ...             5481            1              19:39:00   \n",
+       "46  47.414978  ...             5481            1              19:39:00   \n",
+       "47  47.417683  ...             5481            1              19:39:00   \n",
+       "48  47.419555  ...             5481            1              19:39:00   \n",
+       "49  47.418351  ...             5481            1              19:39:00   \n",
+       "\n",
+       "    route_int stop_count  stop_int  route_desc  monotonically_increasing_id  \\\n",
+       "0           0         26      1221        Tram                            0   \n",
+       "1           0         26       816        Tram                            1   \n",
+       "2           0         26       776        Tram                            2   \n",
+       "3           0         26       307        Tram                            3   \n",
+       "4           0         26       347        Tram                            4   \n",
+       "5           0         26      1015        Tram                            5   \n",
+       "6           0         26       455        Tram                            6   \n",
+       "7           0         26      1102        Tram                            7   \n",
+       "8           0         26       786        Tram                            8   \n",
+       "9           0         26       388        Tram                            9   \n",
+       "10          0         26       138        Tram                           10   \n",
+       "11          0         26       880        Tram                           11   \n",
+       "12          0         26       602        Tram                           12   \n",
+       "13          0         26       616        Tram                           13   \n",
+       "14          0         26       373        Tram                           14   \n",
+       "15          0         26      1223        Tram                           15   \n",
+       "16          0         26       871        Tram                           16   \n",
+       "17          0         26       890        Tram                           17   \n",
+       "18          0         26       177        Tram                           18   \n",
+       "19          0         26      1265        Tram                           19   \n",
+       "20          0         26       968        Tram                           20   \n",
+       "21          0         26      1238        Tram                           21   \n",
+       "22          0         26      1216        Tram                           22   \n",
+       "23          0         26       847        Tram                           23   \n",
+       "24          0         26       275        Tram                           24   \n",
+       "25          0         26      1352        Tram                           25   \n",
+       "26          1          8      1117        Tram                           26   \n",
+       "27          1          8       156        Tram                           27   \n",
+       "28          1          8       671        Tram                           28   \n",
+       "29          1          8       573        Tram                           29   \n",
+       "30          1          8       444        Tram                           30   \n",
+       "31          1          8       389        Tram                           31   \n",
+       "32          1          8       687        Tram                           32   \n",
+       "33          1          8       766        Tram                           33   \n",
+       "34          2         17       521         Bus                           34   \n",
+       "35          2         17      1000         Bus                           35   \n",
+       "36          2         17       711         Bus                           36   \n",
+       "37          2         17      1125         Bus                           37   \n",
+       "38          2         17       149         Bus                           38   \n",
+       "39          2         17       690         Bus                           39   \n",
+       "40          2         17      1329         Bus                           40   \n",
+       "41          2         17       763         Bus                           41   \n",
+       "42          2         17       376         Bus                           42   \n",
+       "43          2         17       740         Bus                           43   \n",
+       "44          2         17       764         Bus                           44   \n",
+       "45          2         17       987         Bus                           45   \n",
+       "46          2         17       502         Bus                           46   \n",
+       "47          2         17       754         Bus                           47   \n",
+       "48          2         17       934         Bus                           48   \n",
+       "49          2         17       622         Bus                           49   \n",
+       "\n",
+       "                   trip_id_1                 trip_id_2  \n",
+       "0   2064.TA.26-13-j19-1.24.H                         0  \n",
+       "1   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "2   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "3   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "4   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "5   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "6   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "7   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "8   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "9   2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "10  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "11  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "12  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "13  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "14  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "15  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "16  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "17  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "18  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "19  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "20  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "21  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "22  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "23  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "24  2064.TA.26-13-j19-1.24.H  2064.TA.26-13-j19-1.24.H  \n",
+       "25  791.TA.26-11-A-j19-1.3.H  2064.TA.26-13-j19-1.24.H  \n",
+       "26  791.TA.26-11-A-j19-1.3.H  2064.TA.26-13-j19-1.24.H  \n",
+       "27  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "28  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "29  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "30  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "31  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "32  791.TA.26-11-A-j19-1.3.H  791.TA.26-11-A-j19-1.3.H  \n",
+       "33   159.TA.26-304-j19-1.4.R  791.TA.26-11-A-j19-1.3.H  \n",
+       "34   159.TA.26-304-j19-1.4.R  791.TA.26-11-A-j19-1.3.H  \n",
+       "35   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "36   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "37   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "38   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "39   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "40   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "41   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "42   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "43   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "44   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "45   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "46   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "47   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "48   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "49   159.TA.26-304-j19-1.4.R   159.TA.26-304-j19-1.4.R  \n",
+       "\n",
+       "[50 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# positive shift for setting arrival times to none:\n",
+    "stop_times_ordered[\"trip_id_2\"] = stop_times_ordered[\"trip_id\"].shift(1, fill_value=0)\n",
+    "stop_times_ordered.head(50)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
-    "stop_times_ordered[\"arrival_time\"] = np.where((stop_times_ordered[\"departure_first_stop\"] == stop_times_ordered[\"departure_time\"]), None, stop_times_ordered['arrival_time'])"
+    "stop_times_ordered[\"arrival_time\"] = np.where((stop_times_ordered[\"trip_id\"] != stop_times_ordered[\"trip_id_2\"]), None, stop_times_ordered['arrival_time'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
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        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>None</td>\n",
        "      <td>07:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>07:01:00</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>07:02:00</td>\n",
        "      <td>07:02:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>07:03:00</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>07:05:00</td>\n",
        "      <td>07:05:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>07:06:00</td>\n",
        "      <td>07:06:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>07:08:00</td>\n",
        "      <td>07:08:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>07:09:00</td>\n",
        "      <td>07:09:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>07:10:00</td>\n",
        "      <td>07:10:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>07:11:00</td>\n",
        "      <td>07:11:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>07:12:00</td>\n",
        "      <td>07:12:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>07:14:00</td>\n",
        "      <td>07:14:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>07:16:00</td>\n",
        "      <td>07:16:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>07:18:00</td>\n",
        "      <td>07:18:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>07:20:00</td>\n",
        "      <td>07:20:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>07:22:00</td>\n",
        "      <td>07:22:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>07:23:00</td>\n",
        "      <td>07:23:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>07:24:00</td>\n",
        "      <td>07:24:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>07:25:00</td>\n",
        "      <td>07:25:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>07:27:00</td>\n",
        "      <td>07:27:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>07:28:00</td>\n",
        "      <td>07:28:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>07:29:00</td>\n",
        "      <td>07:29:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>07:30:00</td>\n",
        "      <td>07:30:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>07:32:00</td>\n",
        "      <td>07:32:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>07:33:00</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>07:34:00</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>None</td>\n",
        "      <td>19:49:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>19:51:00</td>\n",
        "      <td>19:51:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>19:52:00</td>\n",
        "      <td>19:52:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>19:54:00</td>\n",
        "      <td>19:54:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>19:55:00</td>\n",
        "      <td>19:55:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>19:57:00</td>\n",
        "      <td>19:57:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>19:59:00</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>None</td>\n",
        "      <td>19:39:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>19:41:00</td>\n",
        "      <td>19:41:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>19:41:00</td>\n",
        "      <td>19:41:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>19:42:00</td>\n",
        "      <td>19:42:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>19:43:00</td>\n",
        "      <td>19:43:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>19:46:00</td>\n",
        "      <td>19:46:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>19:47:00</td>\n",
        "      <td>19:47:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>19:48:00</td>\n",
        "      <td>19:48:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>19:49:00</td>\n",
        "      <td>19:49:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>19:50:00</td>\n",
        "      <td>19:50:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>19:51:00</td>\n",
        "      <td>19:51:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>19:55:00</td>\n",
        "      <td>19:55:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>19:56:00</td>\n",
        "      <td>19:56:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>19:57:00</td>\n",
        "      <td>19:57:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   arrival_time departure_time\n",
        "0          None       07:00:00\n",
        "1      07:01:00       07:01:00\n",
        "2      07:02:00       07:02:00\n",
        "3      07:03:00       07:03:00\n",
        "4      07:05:00       07:05:00\n",
        "5      07:06:00       07:06:00\n",
        "6      07:08:00       07:08:00\n",
        "7      07:09:00       07:09:00\n",
        "8      07:10:00       07:10:00\n",
        "9      07:11:00       07:11:00\n",
        "10     07:12:00       07:12:00\n",
        "11     07:14:00       07:14:00\n",
        "12     07:16:00       07:16:00\n",
        "13     07:18:00       07:18:00\n",
        "14     07:20:00       07:20:00\n",
        "15     07:22:00       07:22:00\n",
        "16     07:23:00       07:23:00\n",
        "17     07:24:00       07:24:00\n",
        "18     07:25:00       07:25:00\n",
        "19     07:27:00       07:27:00\n",
        "20     07:28:00       07:28:00\n",
        "21     07:29:00       07:29:00\n",
        "22     07:30:00       07:30:00\n",
        "23     07:32:00       07:32:00\n",
        "24     07:33:00       07:33:00\n",
        "25     07:34:00           None\n",
        "26         None       19:49:00\n",
        "27     19:51:00       19:51:00\n",
        "28     19:52:00       19:52:00\n",
        "29     19:53:00       19:53:00\n",
        "30     19:54:00       19:54:00\n",
        "31     19:55:00       19:55:00\n",
        "32     19:57:00       19:57:00\n",
        "33     19:59:00           None\n",
        "34         None       19:39:00\n",
        "35     19:41:00       19:41:00\n",
        "36     19:41:00       19:41:00\n",
        "37     19:42:00       19:42:00\n",
        "38     19:43:00       19:43:00\n",
        "39     19:46:00       19:46:00\n",
        "40     19:47:00       19:47:00\n",
        "41     19:48:00       19:48:00\n",
        "42     19:49:00       19:49:00\n",
        "43     19:50:00       19:50:00\n",
        "44     19:51:00       19:51:00\n",
        "45     19:53:00       19:53:00\n",
        "46     19:53:00       19:53:00\n",
        "47     19:55:00       19:55:00\n",
        "48     19:56:00       19:56:00\n",
        "49     19:57:00       19:57:00"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered[[\"arrival_time\",\"departure_time\"]].head(50)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Array structure preparation"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### StopTimes: \n",
     "Structure: [[departure_route0_trip0_stop0, arrival_route0_trip0_stop_0], [departure_route0_trip0_stop1, arrival_route0_trip0_stop_1], …], [[departure_route0_trip1_stop0, arrival_route0_trip1_stop_0], …], ….], [[[departure_route1_trip0_stop0, arrival_route1_trip0_stop_0], …], [[departure_route1_trip1_stop0, arrival_route0_trip1_stop_0], …], ….], …]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We transform it in datetime as required by the raptor algorithm"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
     "stop_times_ordered['arrival_time'] = pd.to_datetime(stop_times_ordered['arrival_time'])\n",
     "stop_times_ordered['departure_time'] = pd.to_datetime(stop_times_ordered['departure_time'])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2020-05-23 07:01:00</td>\n",
        "      <td>2020-05-23 07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2020-05-23 07:02:00</td>\n",
        "      <td>2020-05-23 07:02:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2020-05-23 07:03:00</td>\n",
        "      <td>2020-05-23 07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2020-05-23 07:05:00</td>\n",
        "      <td>2020-05-23 07:05:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>2020-05-23 07:06:00</td>\n",
        "      <td>2020-05-23 07:06:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>2020-05-23 07:08:00</td>\n",
        "      <td>2020-05-23 07:08:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>2020-05-23 07:11:00</td>\n",
        "      <td>2020-05-23 07:11:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>2020-05-23 07:14:00</td>\n",
        "      <td>2020-05-23 07:14:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>2020-05-23 07:16:00</td>\n",
        "      <td>2020-05-23 07:16:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>2020-05-23 07:18:00</td>\n",
        "      <td>2020-05-23 07:18:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>2020-05-23 07:20:00</td>\n",
        "      <td>2020-05-23 07:20:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>2020-05-23 07:22:00</td>\n",
        "      <td>2020-05-23 07:22:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>2020-05-23 07:23:00</td>\n",
        "      <td>2020-05-23 07:23:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>2020-05-23 07:25:00</td>\n",
        "      <td>2020-05-23 07:25:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>2020-05-23 07:27:00</td>\n",
        "      <td>2020-05-23 07:27:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>2020-05-23 07:28:00</td>\n",
        "      <td>2020-05-23 07:28:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>2020-05-23 07:29:00</td>\n",
        "      <td>2020-05-23 07:29:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>2020-05-23 07:30:00</td>\n",
        "      <td>2020-05-23 07:30:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 19:49:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>2020-05-23 19:51:00</td>\n",
        "      <td>2020-05-23 19:51:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>2020-05-23 19:52:00</td>\n",
        "      <td>2020-05-23 19:52:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>2020-05-23 19:54:00</td>\n",
        "      <td>2020-05-23 19:54:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>2020-05-23 19:55:00</td>\n",
        "      <td>2020-05-23 19:55:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>2020-05-23 19:57:00</td>\n",
        "      <td>2020-05-23 19:57:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>2020-05-23 19:59:00</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 19:39:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>2020-05-23 19:41:00</td>\n",
        "      <td>2020-05-23 19:41:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>2020-05-23 19:41:00</td>\n",
        "      <td>2020-05-23 19:41:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>2020-05-23 19:42:00</td>\n",
        "      <td>2020-05-23 19:42:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>2020-05-23 19:43:00</td>\n",
        "      <td>2020-05-23 19:43:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>2020-05-23 19:46:00</td>\n",
        "      <td>2020-05-23 19:46:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>2020-05-23 19:47:00</td>\n",
        "      <td>2020-05-23 19:47:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>2020-05-23 19:48:00</td>\n",
        "      <td>2020-05-23 19:48:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>2020-05-23 19:49:00</td>\n",
        "      <td>2020-05-23 19:49:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>2020-05-23 19:50:00</td>\n",
        "      <td>2020-05-23 19:50:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>2020-05-23 19:51:00</td>\n",
        "      <td>2020-05-23 19:51:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "      <td>2020-05-23 19:53:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>2020-05-23 19:55:00</td>\n",
        "      <td>2020-05-23 19:55:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>2020-05-23 19:56:00</td>\n",
        "      <td>2020-05-23 19:56:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>2020-05-23 19:57:00</td>\n",
        "      <td>2020-05-23 19:57:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "          arrival_time      departure_time\n",
        "0                  NaT 2020-05-23 07:00:00\n",
        "1  2020-05-23 07:01:00 2020-05-23 07:01:00\n",
        "2  2020-05-23 07:02:00 2020-05-23 07:02:00\n",
        "3  2020-05-23 07:03:00 2020-05-23 07:03:00\n",
        "4  2020-05-23 07:05:00 2020-05-23 07:05:00\n",
        "5  2020-05-23 07:06:00 2020-05-23 07:06:00\n",
        "6  2020-05-23 07:08:00 2020-05-23 07:08:00\n",
        "7  2020-05-23 07:09:00 2020-05-23 07:09:00\n",
        "8  2020-05-23 07:10:00 2020-05-23 07:10:00\n",
        "9  2020-05-23 07:11:00 2020-05-23 07:11:00\n",
        "10 2020-05-23 07:12:00 2020-05-23 07:12:00\n",
        "11 2020-05-23 07:14:00 2020-05-23 07:14:00\n",
        "12 2020-05-23 07:16:00 2020-05-23 07:16:00\n",
        "13 2020-05-23 07:18:00 2020-05-23 07:18:00\n",
        "14 2020-05-23 07:20:00 2020-05-23 07:20:00\n",
        "15 2020-05-23 07:22:00 2020-05-23 07:22:00\n",
        "16 2020-05-23 07:23:00 2020-05-23 07:23:00\n",
        "17 2020-05-23 07:24:00 2020-05-23 07:24:00\n",
        "18 2020-05-23 07:25:00 2020-05-23 07:25:00\n",
        "19 2020-05-23 07:27:00 2020-05-23 07:27:00\n",
        "20 2020-05-23 07:28:00 2020-05-23 07:28:00\n",
        "21 2020-05-23 07:29:00 2020-05-23 07:29:00\n",
        "22 2020-05-23 07:30:00 2020-05-23 07:30:00\n",
        "23 2020-05-23 07:32:00 2020-05-23 07:32:00\n",
        "24 2020-05-23 07:33:00 2020-05-23 07:33:00\n",
        "25 2020-05-23 07:34:00                 NaT\n",
        "26                 NaT 2020-05-23 19:49:00\n",
        "27 2020-05-23 19:51:00 2020-05-23 19:51:00\n",
        "28 2020-05-23 19:52:00 2020-05-23 19:52:00\n",
        "29 2020-05-23 19:53:00 2020-05-23 19:53:00\n",
        "30 2020-05-23 19:54:00 2020-05-23 19:54:00\n",
        "31 2020-05-23 19:55:00 2020-05-23 19:55:00\n",
        "32 2020-05-23 19:57:00 2020-05-23 19:57:00\n",
        "33 2020-05-23 19:59:00                 NaT\n",
        "34                 NaT 2020-05-23 19:39:00\n",
        "35 2020-05-23 19:41:00 2020-05-23 19:41:00\n",
        "36 2020-05-23 19:41:00 2020-05-23 19:41:00\n",
        "37 2020-05-23 19:42:00 2020-05-23 19:42:00\n",
        "38 2020-05-23 19:43:00 2020-05-23 19:43:00\n",
        "39 2020-05-23 19:46:00 2020-05-23 19:46:00\n",
        "40 2020-05-23 19:47:00 2020-05-23 19:47:00\n",
        "41 2020-05-23 19:48:00 2020-05-23 19:48:00\n",
        "42 2020-05-23 19:49:00 2020-05-23 19:49:00\n",
        "43 2020-05-23 19:50:00 2020-05-23 19:50:00\n",
        "44 2020-05-23 19:51:00 2020-05-23 19:51:00\n",
        "45 2020-05-23 19:53:00 2020-05-23 19:53:00\n",
        "46 2020-05-23 19:53:00 2020-05-23 19:53:00\n",
        "47 2020-05-23 19:55:00 2020-05-23 19:55:00\n",
        "48 2020-05-23 19:56:00 2020-05-23 19:56:00\n",
        "49 2020-05-23 19:57:00 2020-05-23 19:57:00"
       ]
      },
      "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered[[\"arrival_time\", \"departure_time\"]].head(50)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stop_times_df_cyril.pkl','wb') as f: pickle.dump(stop_times_ordered, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "And we transform it to array, ready to be used by RAPTOR"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[                          'NaT', '2020-05-23T07:00:00.000000000'],\n",
        "       ['2020-05-23T07:01:00.000000000', '2020-05-23T07:01:00.000000000'],\n",
        "       ['2020-05-23T07:02:00.000000000', '2020-05-23T07:02:00.000000000'],\n",
        "       ...,\n",
        "       ['2020-05-23T07:35:00.000000000', '2020-05-23T07:35:00.000000000'],\n",
        "       ['2020-05-23T07:36:00.000000000', '2020-05-23T07:36:00.000000000'],\n",
        "       ['2020-05-23T07:37:00.000000000',                           'NaT']],\n",
        "      dtype='datetime64[ns]')"
       ]
      },
      "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_array = stop_times_ordered[[\"arrival_time\", \"departure_time\"]].to_numpy()\n",
     "stop_times_array"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "260459"
       ]
      },
      "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.size(stop_times_array,0)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stop_times_array_cyril.pkl','wb') as f: pickle.dump(stop_times_array, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Routes: \n",
     "structure: [[route0_nr.Trips, route0_nr. Stops, route0_pointerRoutes, route0_pointerStops_times],[route1_nr.Trips, route1_nr. Stops,, route1_pointerRoutes, route1_pointerStops_times],…]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We start by getting the number of trips and stops there is for each route\n",
     "\n",
     "**IMPORTANT**: the number of stops stored in `routes[1]` is not the number of unique stops in the route, but rather the **length** of the route, i.e the number of times there is a stop for each trip of the route."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Trips</th>\n",
        "      <th>n_stops</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>route_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>55</td>\n",
        "      <td>9</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "           n_Trips  n_stops\n",
        "route_int                  \n",
        "0                1       26\n",
        "1                1        8\n",
        "2                1       17\n",
        "3                1        2\n",
        "4               55        9"
       ]
      },
      "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops = stop_times_ordered.groupby([\"route_int\"]).nunique()[[\"trip_id\",\"stop_int\"]].sort_index().rename(columns={\"trip_id\": \"n_Trips\", \"stop_int\": \"n_stops\"})\n",
     "distinct_trips_stops.head(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Trips</th>\n",
        "      <th>n_stops</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>route_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>55</td>\n",
        "      <td>9</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "           n_Trips  n_stops\n",
        "route_int                  \n",
        "0                1       26\n",
        "1                1        8\n",
        "2                1       17\n",
        "3                1        2\n",
        "4               55        9"
       ]
      },
      "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops_2 = stop_times_ordered.groupby([\"route_int\"]).nunique()[[\"trip_id\",\"stop_sequence\"]].sort_index().rename(columns={\"trip_id\": \"n_Trips\", \"stop_sequence\": \"n_stops\"})\n",
     "distinct_trips_stops.head(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
     "#Sanity checking on n_stops per route from stop_times"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([  36,   69,   74,  181,  228,  241,  254,  262,  274,  300,  302,\n",
        "        331,  362,  383,  458,  471,  494,  535,  549,  585,  599,  740,\n",
        "        785,  856,  866,  890,  898,  929,  943,  977, 1006, 1007, 1016,\n",
        "       1058, 1103, 1157, 1223, 1245, 1253, 1266, 1314, 1331, 1368, 1416,\n",
        "       1443])"
       ]
      },
      "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.where(distinct_trips_stops[['n_stops']].where(distinct_trips_stops[['n_stops']].values!=stop_times_ordered[['route_int', 'stop_count']].drop_duplicates().sort_values(by='route_int')[['stop_count']].values).notna())[0]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
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        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>...</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "      <th>departure_first_shift_1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>3187</th>\n",
        "      <td>41421</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8587020</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8587020:0:E</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:03:00</td>\n",
        "      <td>1</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>47.406199</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>130</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869810</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3188</th>\n",
        "      <td>41422</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8595511</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8595511</td>\n",
        "      <td>2020-05-23 07:05:00</td>\n",
        "      <td>2020-05-23 07:05:00</td>\n",
        "      <td>2</td>\n",
        "      <td>Dietikon, Heimstrasse</td>\n",
        "      <td>47.408540</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>892</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869811</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3189</th>\n",
        "      <td>41423</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590603</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590603</td>\n",
        "      <td>2020-05-23 07:07:00</td>\n",
        "      <td>2020-05-23 07:07:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Fahrweid, Limmatbrücke</td>\n",
        "      <td>47.407598</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1273</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869812</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3190</th>\n",
        "      <td>41424</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8591829</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8591829</td>\n",
        "      <td>2020-05-23 07:08:00</td>\n",
        "      <td>2020-05-23 07:08:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Fahrweid, Au</td>\n",
        "      <td>47.411646</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>109</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869813</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3191</th>\n",
        "      <td>41425</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590602</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590602</td>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Fahrweid, Brunaustrasse</td>\n",
        "      <td>47.414418</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1159</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869814</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3192</th>\n",
        "      <td>41426</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590615</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590615</td>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Geroldswil, Grindlen</td>\n",
        "      <td>47.416728</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1096</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869815</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3193</th>\n",
        "      <td>41427</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590614</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590614</td>\n",
        "      <td>2020-05-23 07:11:00</td>\n",
        "      <td>2020-05-23 07:11:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Geroldswil, Dorfstrasse</td>\n",
        "      <td>47.419840</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>724</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869816</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3194</th>\n",
        "      <td>41428</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590618</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590618</td>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Geroldswil, Zentrum</td>\n",
        "      <td>47.421457</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>589</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869817</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3195</th>\n",
        "      <td>41429</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590614</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590614</td>\n",
        "      <td>2020-05-23 07:13:00</td>\n",
        "      <td>2020-05-23 07:13:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Geroldswil, Dorfstrasse</td>\n",
        "      <td>47.419840</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>724</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869818</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3196</th>\n",
        "      <td>41430</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590617</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590617</td>\n",
        "      <td>2020-05-23 07:15:00</td>\n",
        "      <td>2020-05-23 07:15:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Geroldswil, Welbrig</td>\n",
        "      <td>47.418072</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>859</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869819</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3197</th>\n",
        "      <td>41431</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590914</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590914</td>\n",
        "      <td>2020-05-23 07:16:00</td>\n",
        "      <td>2020-05-23 07:16:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Weiningen ZH, Schulhaus</td>\n",
        "      <td>47.418351</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>622</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869820</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3198</th>\n",
        "      <td>41432</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590913</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590913</td>\n",
        "      <td>2020-05-23 07:18:00</td>\n",
        "      <td>2020-05-23 07:18:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Weiningen ZH, Lindenplatz</td>\n",
        "      <td>47.419555</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>934</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869821</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3199</th>\n",
        "      <td>41433</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590911</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590911</td>\n",
        "      <td>2020-05-23 07:19:00</td>\n",
        "      <td>2020-05-23 07:19:00</td>\n",
        "      <td>13</td>\n",
        "      <td>Weiningen ZH, Ausserdorf</td>\n",
        "      <td>47.417683</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>754</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869822</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3200</th>\n",
        "      <td>41434</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590910</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590910</td>\n",
        "      <td>2020-05-23 07:20:00</td>\n",
        "      <td>2020-05-23 07:20:00</td>\n",
        "      <td>14</td>\n",
        "      <td>Weiningen ZH, Aegelsee</td>\n",
        "      <td>47.415701</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1020</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869823</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3201</th>\n",
        "      <td>41435</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8591833</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8591833</td>\n",
        "      <td>2020-05-23 07:21:00</td>\n",
        "      <td>2020-05-23 07:22:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Unterengstringen, Sennenbüel</td>\n",
        "      <td>47.413166</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>322</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869824</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3202</th>\n",
        "      <td>41436</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590832</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590832</td>\n",
        "      <td>2020-05-23 07:23:00</td>\n",
        "      <td>2020-05-23 07:23:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Unterengstringen, Eckstein</td>\n",
        "      <td>47.410485</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>831</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869825</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3203</th>\n",
        "      <td>41437</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8593529</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8593529</td>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "      <td>17</td>\n",
        "      <td>Unterengstringen, Langwisen</td>\n",
        "      <td>47.409044</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>530</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869826</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3204</th>\n",
        "      <td>41438</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590802</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590802</td>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "      <td>2020-05-23 07:24:00</td>\n",
        "      <td>18</td>\n",
        "      <td>Schlieren, Talacker-Windegg</td>\n",
        "      <td>47.405622</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>581</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869827</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3205</th>\n",
        "      <td>41439</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590790</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590790</td>\n",
        "      <td>2020-05-23 07:25:00</td>\n",
        "      <td>2020-05-23 07:25:00</td>\n",
        "      <td>19</td>\n",
        "      <td>Schlieren, Feldstrasse</td>\n",
        "      <td>47.403421</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1270</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869828</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3206</th>\n",
        "      <td>41440</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590786</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590786</td>\n",
        "      <td>2020-05-23 07:28:00</td>\n",
        "      <td>2020-05-23 07:28:00</td>\n",
        "      <td>20</td>\n",
        "      <td>Schlieren, Bahnhof</td>\n",
        "      <td>47.399432</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>425</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869829</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3207</th>\n",
        "      <td>41441</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590805</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590805</td>\n",
        "      <td>2020-05-23 07:29:00</td>\n",
        "      <td>2020-05-23 07:29:00</td>\n",
        "      <td>21</td>\n",
        "      <td>Schlieren, Zentrum/Bahnhof</td>\n",
        "      <td>47.398240</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>168</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869830</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3208</th>\n",
        "      <td>41442</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590794</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590794</td>\n",
        "      <td>2020-05-23 07:31:00</td>\n",
        "      <td>2020-05-23 07:31:00</td>\n",
        "      <td>22</td>\n",
        "      <td>Schlieren, Kesslerstrasse</td>\n",
        "      <td>47.396379</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1365</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869831</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3209</th>\n",
        "      <td>41443</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590800</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590800</td>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "      <td>23</td>\n",
        "      <td>Schlieren, Spital Limmattal</td>\n",
        "      <td>47.392615</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>796</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869832</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3210</th>\n",
        "      <td>41444</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590837</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590837</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>24</td>\n",
        "      <td>Urdorf, Feldegg</td>\n",
        "      <td>47.391806</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>839</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869833</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3211</th>\n",
        "      <td>41445</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590846</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590846</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>25</td>\n",
        "      <td>Urdorf, Schlierenstrasse</td>\n",
        "      <td>47.391162</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1114</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869834</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3212</th>\n",
        "      <td>41446</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590843</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590843</td>\n",
        "      <td>2020-05-23 07:35:00</td>\n",
        "      <td>2020-05-23 07:35:00</td>\n",
        "      <td>26</td>\n",
        "      <td>Urdorf, Niederurdorf</td>\n",
        "      <td>47.390335</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1367</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869835</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3213</th>\n",
        "      <td>41447</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590841</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590841</td>\n",
        "      <td>2020-05-23 07:36:00</td>\n",
        "      <td>2020-05-23 07:36:00</td>\n",
        "      <td>27</td>\n",
        "      <td>Urdorf, Neumatt</td>\n",
        "      <td>47.387209</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>957</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869836</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3214</th>\n",
        "      <td>41448</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590848</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590848</td>\n",
        "      <td>2020-05-23 07:37:00</td>\n",
        "      <td>2020-05-23 07:37:00</td>\n",
        "      <td>28</td>\n",
        "      <td>Urdorf, Spitzacker</td>\n",
        "      <td>47.384344</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>750</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869837</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3215</th>\n",
        "      <td>41449</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590847</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590847</td>\n",
        "      <td>2020-05-23 07:38:00</td>\n",
        "      <td>2020-05-23 07:38:00</td>\n",
        "      <td>29</td>\n",
        "      <td>Urdorf, Sonne</td>\n",
        "      <td>47.381260</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1346</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869838</td>\n",
        "      <td>07:03:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3216</th>\n",
        "      <td>41450</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590844</td>\n",
        "      <td>533.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590844</td>\n",
        "      <td>2020-05-23 07:39:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>30</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>47.378748</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4880</td>\n",
        "      <td>0</td>\n",
        "      <td>07:03:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>909</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869839</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3217</th>\n",
        "      <td>41451</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8587020</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8587020:0:E</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>1</td>\n",
        "      <td>Dietikon, Bahnhof</td>\n",
        "      <td>47.406199</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>130</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869840</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3218</th>\n",
        "      <td>41452</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8595511</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8595511</td>\n",
        "      <td>2020-05-23 07:35:00</td>\n",
        "      <td>2020-05-23 07:35:00</td>\n",
        "      <td>2</td>\n",
        "      <td>Dietikon, Heimstrasse</td>\n",
        "      <td>47.408540</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>892</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869841</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3219</th>\n",
        "      <td>41453</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590603</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590603</td>\n",
        "      <td>2020-05-23 07:37:00</td>\n",
        "      <td>2020-05-23 07:37:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Fahrweid, Limmatbrücke</td>\n",
        "      <td>47.407598</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1273</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869842</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3220</th>\n",
        "      <td>41454</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8591829</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8591829</td>\n",
        "      <td>2020-05-23 07:38:00</td>\n",
        "      <td>2020-05-23 07:38:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Fahrweid, Au</td>\n",
        "      <td>47.411646</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>109</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869843</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3221</th>\n",
        "      <td>41455</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590602</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590602</td>\n",
        "      <td>2020-05-23 07:39:00</td>\n",
        "      <td>2020-05-23 07:39:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Fahrweid, Brunaustrasse</td>\n",
        "      <td>47.414418</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1159</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869844</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3222</th>\n",
        "      <td>41456</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590615</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590615</td>\n",
        "      <td>2020-05-23 07:40:00</td>\n",
        "      <td>2020-05-23 07:40:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Geroldswil, Grindlen</td>\n",
        "      <td>47.416728</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1096</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869845</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3223</th>\n",
        "      <td>41457</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590614</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590614</td>\n",
        "      <td>2020-05-23 07:41:00</td>\n",
        "      <td>2020-05-23 07:41:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Geroldswil, Dorfstrasse</td>\n",
        "      <td>47.419840</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>724</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869846</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3224</th>\n",
        "      <td>41458</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590618</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590618</td>\n",
        "      <td>2020-05-23 07:42:00</td>\n",
        "      <td>2020-05-23 07:42:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Geroldswil, Zentrum</td>\n",
        "      <td>47.421457</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>589</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869847</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3225</th>\n",
        "      <td>41459</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590614</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590614</td>\n",
        "      <td>2020-05-23 07:43:00</td>\n",
        "      <td>2020-05-23 07:43:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Geroldswil, Dorfstrasse</td>\n",
        "      <td>47.419840</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>724</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869848</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3226</th>\n",
        "      <td>41460</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590617</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590617</td>\n",
        "      <td>2020-05-23 07:45:00</td>\n",
        "      <td>2020-05-23 07:45:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Geroldswil, Welbrig</td>\n",
        "      <td>47.418072</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>859</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869849</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3227</th>\n",
        "      <td>41461</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590914</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590914</td>\n",
        "      <td>2020-05-23 07:46:00</td>\n",
        "      <td>2020-05-23 07:46:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Weiningen ZH, Schulhaus</td>\n",
        "      <td>47.418351</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>622</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869850</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3228</th>\n",
        "      <td>41462</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590913</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590913</td>\n",
        "      <td>2020-05-23 07:48:00</td>\n",
        "      <td>2020-05-23 07:48:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Weiningen ZH, Lindenplatz</td>\n",
        "      <td>47.419555</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>934</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869851</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3229</th>\n",
        "      <td>41463</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590911</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590911</td>\n",
        "      <td>2020-05-23 07:49:00</td>\n",
        "      <td>2020-05-23 07:49:00</td>\n",
        "      <td>13</td>\n",
        "      <td>Weiningen ZH, Ausserdorf</td>\n",
        "      <td>47.417683</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>754</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869852</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3230</th>\n",
        "      <td>41464</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590910</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590910</td>\n",
        "      <td>2020-05-23 07:50:00</td>\n",
        "      <td>2020-05-23 07:50:00</td>\n",
        "      <td>14</td>\n",
        "      <td>Weiningen ZH, Aegelsee</td>\n",
        "      <td>47.415701</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1020</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869853</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3231</th>\n",
        "      <td>41465</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8591833</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8591833</td>\n",
        "      <td>2020-05-23 07:51:00</td>\n",
        "      <td>2020-05-23 07:52:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Unterengstringen, Sennenbüel</td>\n",
        "      <td>47.413166</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>322</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869854</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3232</th>\n",
        "      <td>41466</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590832</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590832</td>\n",
        "      <td>2020-05-23 07:53:00</td>\n",
        "      <td>2020-05-23 07:53:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Unterengstringen, Eckstein</td>\n",
        "      <td>47.410485</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>831</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869855</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3233</th>\n",
        "      <td>41467</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8593529</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8593529</td>\n",
        "      <td>2020-05-23 07:54:00</td>\n",
        "      <td>2020-05-23 07:54:00</td>\n",
        "      <td>17</td>\n",
        "      <td>Unterengstringen, Langwisen</td>\n",
        "      <td>47.409044</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>530</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869856</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3234</th>\n",
        "      <td>41468</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590802</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590802</td>\n",
        "      <td>2020-05-23 07:54:00</td>\n",
        "      <td>2020-05-23 07:54:00</td>\n",
        "      <td>18</td>\n",
        "      <td>Schlieren, Talacker-Windegg</td>\n",
        "      <td>47.405622</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>581</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869857</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3235</th>\n",
        "      <td>41469</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590790</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590790</td>\n",
        "      <td>2020-05-23 07:55:00</td>\n",
        "      <td>2020-05-23 07:55:00</td>\n",
        "      <td>19</td>\n",
        "      <td>Schlieren, Feldstrasse</td>\n",
        "      <td>47.403421</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>1270</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869858</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3236</th>\n",
        "      <td>41470</td>\n",
        "      <td>26-302-j19-1</td>\n",
        "      <td>8590786</td>\n",
        "      <td>530.TA.26-302-j19-1.9.H</td>\n",
        "      <td>8590786</td>\n",
        "      <td>2020-05-23 07:58:00</td>\n",
        "      <td>2020-05-23 07:58:00</td>\n",
        "      <td>20</td>\n",
        "      <td>Schlieren, Bahnhof</td>\n",
        "      <td>47.399432</td>\n",
        "      <td>...</td>\n",
        "      <td>Urdorf, Oberurdorf</td>\n",
        "      <td>4789</td>\n",
        "      <td>0</td>\n",
        "      <td>07:33:00</td>\n",
        "      <td>36</td>\n",
        "      <td>30</td>\n",
        "      <td>425</td>\n",
        "      <td>Bus</td>\n",
        "      <td>17179869859</td>\n",
        "      <td>07:33:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows × 21 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "      index      route_id  stop_id_general                  trip_id  \\\n",
        "3187  41421  26-302-j19-1          8587020  533.TA.26-302-j19-1.9.H   \n",
        "3188  41422  26-302-j19-1          8595511  533.TA.26-302-j19-1.9.H   \n",
        "3189  41423  26-302-j19-1          8590603  533.TA.26-302-j19-1.9.H   \n",
        "3190  41424  26-302-j19-1          8591829  533.TA.26-302-j19-1.9.H   \n",
        "3191  41425  26-302-j19-1          8590602  533.TA.26-302-j19-1.9.H   \n",
        "3192  41426  26-302-j19-1          8590615  533.TA.26-302-j19-1.9.H   \n",
        "3193  41427  26-302-j19-1          8590614  533.TA.26-302-j19-1.9.H   \n",
        "3194  41428  26-302-j19-1          8590618  533.TA.26-302-j19-1.9.H   \n",
        "3195  41429  26-302-j19-1          8590614  533.TA.26-302-j19-1.9.H   \n",
        "3196  41430  26-302-j19-1          8590617  533.TA.26-302-j19-1.9.H   \n",
        "3197  41431  26-302-j19-1          8590914  533.TA.26-302-j19-1.9.H   \n",
        "3198  41432  26-302-j19-1          8590913  533.TA.26-302-j19-1.9.H   \n",
        "3199  41433  26-302-j19-1          8590911  533.TA.26-302-j19-1.9.H   \n",
        "3200  41434  26-302-j19-1          8590910  533.TA.26-302-j19-1.9.H   \n",
        "3201  41435  26-302-j19-1          8591833  533.TA.26-302-j19-1.9.H   \n",
        "3202  41436  26-302-j19-1          8590832  533.TA.26-302-j19-1.9.H   \n",
        "3203  41437  26-302-j19-1          8593529  533.TA.26-302-j19-1.9.H   \n",
        "3204  41438  26-302-j19-1          8590802  533.TA.26-302-j19-1.9.H   \n",
        "3205  41439  26-302-j19-1          8590790  533.TA.26-302-j19-1.9.H   \n",
        "3206  41440  26-302-j19-1          8590786  533.TA.26-302-j19-1.9.H   \n",
        "3207  41441  26-302-j19-1          8590805  533.TA.26-302-j19-1.9.H   \n",
        "3208  41442  26-302-j19-1          8590794  533.TA.26-302-j19-1.9.H   \n",
        "3209  41443  26-302-j19-1          8590800  533.TA.26-302-j19-1.9.H   \n",
        "3210  41444  26-302-j19-1          8590837  533.TA.26-302-j19-1.9.H   \n",
        "3211  41445  26-302-j19-1          8590846  533.TA.26-302-j19-1.9.H   \n",
        "3212  41446  26-302-j19-1          8590843  533.TA.26-302-j19-1.9.H   \n",
        "3213  41447  26-302-j19-1          8590841  533.TA.26-302-j19-1.9.H   \n",
        "3214  41448  26-302-j19-1          8590848  533.TA.26-302-j19-1.9.H   \n",
        "3215  41449  26-302-j19-1          8590847  533.TA.26-302-j19-1.9.H   \n",
        "3216  41450  26-302-j19-1          8590844  533.TA.26-302-j19-1.9.H   \n",
        "3217  41451  26-302-j19-1          8587020  530.TA.26-302-j19-1.9.H   \n",
        "3218  41452  26-302-j19-1          8595511  530.TA.26-302-j19-1.9.H   \n",
        "3219  41453  26-302-j19-1          8590603  530.TA.26-302-j19-1.9.H   \n",
        "3220  41454  26-302-j19-1          8591829  530.TA.26-302-j19-1.9.H   \n",
        "3221  41455  26-302-j19-1          8590602  530.TA.26-302-j19-1.9.H   \n",
        "3222  41456  26-302-j19-1          8590615  530.TA.26-302-j19-1.9.H   \n",
        "3223  41457  26-302-j19-1          8590614  530.TA.26-302-j19-1.9.H   \n",
        "3224  41458  26-302-j19-1          8590618  530.TA.26-302-j19-1.9.H   \n",
        "3225  41459  26-302-j19-1          8590614  530.TA.26-302-j19-1.9.H   \n",
        "3226  41460  26-302-j19-1          8590617  530.TA.26-302-j19-1.9.H   \n",
        "3227  41461  26-302-j19-1          8590914  530.TA.26-302-j19-1.9.H   \n",
        "3228  41462  26-302-j19-1          8590913  530.TA.26-302-j19-1.9.H   \n",
        "3229  41463  26-302-j19-1          8590911  530.TA.26-302-j19-1.9.H   \n",
        "3230  41464  26-302-j19-1          8590910  530.TA.26-302-j19-1.9.H   \n",
        "3231  41465  26-302-j19-1          8591833  530.TA.26-302-j19-1.9.H   \n",
        "3232  41466  26-302-j19-1          8590832  530.TA.26-302-j19-1.9.H   \n",
        "3233  41467  26-302-j19-1          8593529  530.TA.26-302-j19-1.9.H   \n",
        "3234  41468  26-302-j19-1          8590802  530.TA.26-302-j19-1.9.H   \n",
        "3235  41469  26-302-j19-1          8590790  530.TA.26-302-j19-1.9.H   \n",
        "3236  41470  26-302-j19-1          8590786  530.TA.26-302-j19-1.9.H   \n",
        "\n",
        "          stop_id        arrival_time      departure_time  stop_sequence  \\\n",
        "3187  8587020:0:E                 NaT 2020-05-23 07:03:00              1   \n",
        "3188      8595511 2020-05-23 07:05:00 2020-05-23 07:05:00              2   \n",
        "3189      8590603 2020-05-23 07:07:00 2020-05-23 07:07:00              3   \n",
        "3190      8591829 2020-05-23 07:08:00 2020-05-23 07:08:00              4   \n",
        "3191      8590602 2020-05-23 07:09:00 2020-05-23 07:09:00              5   \n",
        "3192      8590615 2020-05-23 07:10:00 2020-05-23 07:10:00              6   \n",
        "3193      8590614 2020-05-23 07:11:00 2020-05-23 07:11:00              7   \n",
        "3194      8590618 2020-05-23 07:12:00 2020-05-23 07:12:00              8   \n",
        "3195      8590614 2020-05-23 07:13:00 2020-05-23 07:13:00              9   \n",
        "3196      8590617 2020-05-23 07:15:00 2020-05-23 07:15:00             10   \n",
        "3197      8590914 2020-05-23 07:16:00 2020-05-23 07:16:00             11   \n",
        "3198      8590913 2020-05-23 07:18:00 2020-05-23 07:18:00             12   \n",
        "3199      8590911 2020-05-23 07:19:00 2020-05-23 07:19:00             13   \n",
        "3200      8590910 2020-05-23 07:20:00 2020-05-23 07:20:00             14   \n",
        "3201      8591833 2020-05-23 07:21:00 2020-05-23 07:22:00             15   \n",
        "3202      8590832 2020-05-23 07:23:00 2020-05-23 07:23:00             16   \n",
        "3203      8593529 2020-05-23 07:24:00 2020-05-23 07:24:00             17   \n",
        "3204      8590802 2020-05-23 07:24:00 2020-05-23 07:24:00             18   \n",
        "3205      8590790 2020-05-23 07:25:00 2020-05-23 07:25:00             19   \n",
        "3206      8590786 2020-05-23 07:28:00 2020-05-23 07:28:00             20   \n",
        "3207      8590805 2020-05-23 07:29:00 2020-05-23 07:29:00             21   \n",
        "3208      8590794 2020-05-23 07:31:00 2020-05-23 07:31:00             22   \n",
        "3209      8590800 2020-05-23 07:32:00 2020-05-23 07:32:00             23   \n",
        "3210      8590837 2020-05-23 07:33:00 2020-05-23 07:33:00             24   \n",
        "3211      8590846 2020-05-23 07:34:00 2020-05-23 07:34:00             25   \n",
        "3212      8590843 2020-05-23 07:35:00 2020-05-23 07:35:00             26   \n",
        "3213      8590841 2020-05-23 07:36:00 2020-05-23 07:36:00             27   \n",
        "3214      8590848 2020-05-23 07:37:00 2020-05-23 07:37:00             28   \n",
        "3215      8590847 2020-05-23 07:38:00 2020-05-23 07:38:00             29   \n",
        "3216      8590844 2020-05-23 07:39:00                 NaT             30   \n",
        "3217  8587020:0:E                 NaT 2020-05-23 07:33:00              1   \n",
        "3218      8595511 2020-05-23 07:35:00 2020-05-23 07:35:00              2   \n",
        "3219      8590603 2020-05-23 07:37:00 2020-05-23 07:37:00              3   \n",
        "3220      8591829 2020-05-23 07:38:00 2020-05-23 07:38:00              4   \n",
        "3221      8590602 2020-05-23 07:39:00 2020-05-23 07:39:00              5   \n",
        "3222      8590615 2020-05-23 07:40:00 2020-05-23 07:40:00              6   \n",
        "3223      8590614 2020-05-23 07:41:00 2020-05-23 07:41:00              7   \n",
        "3224      8590618 2020-05-23 07:42:00 2020-05-23 07:42:00              8   \n",
        "3225      8590614 2020-05-23 07:43:00 2020-05-23 07:43:00              9   \n",
        "3226      8590617 2020-05-23 07:45:00 2020-05-23 07:45:00             10   \n",
        "3227      8590914 2020-05-23 07:46:00 2020-05-23 07:46:00             11   \n",
        "3228      8590913 2020-05-23 07:48:00 2020-05-23 07:48:00             12   \n",
        "3229      8590911 2020-05-23 07:49:00 2020-05-23 07:49:00             13   \n",
        "3230      8590910 2020-05-23 07:50:00 2020-05-23 07:50:00             14   \n",
        "3231      8591833 2020-05-23 07:51:00 2020-05-23 07:52:00             15   \n",
        "3232      8590832 2020-05-23 07:53:00 2020-05-23 07:53:00             16   \n",
        "3233      8593529 2020-05-23 07:54:00 2020-05-23 07:54:00             17   \n",
        "3234      8590802 2020-05-23 07:54:00 2020-05-23 07:54:00             18   \n",
        "3235      8590790 2020-05-23 07:55:00 2020-05-23 07:55:00             19   \n",
        "3236      8590786 2020-05-23 07:58:00 2020-05-23 07:58:00             20   \n",
        "\n",
        "                         stop_name   stop_lat  ...       trip_headsign  \\\n",
        "3187             Dietikon, Bahnhof  47.406199  ...  Urdorf, Oberurdorf   \n",
        "3188         Dietikon, Heimstrasse  47.408540  ...  Urdorf, Oberurdorf   \n",
        "3189        Fahrweid, Limmatbrücke  47.407598  ...  Urdorf, Oberurdorf   \n",
        "3190                  Fahrweid, Au  47.411646  ...  Urdorf, Oberurdorf   \n",
        "3191       Fahrweid, Brunaustrasse  47.414418  ...  Urdorf, Oberurdorf   \n",
        "3192          Geroldswil, Grindlen  47.416728  ...  Urdorf, Oberurdorf   \n",
        "3193       Geroldswil, Dorfstrasse  47.419840  ...  Urdorf, Oberurdorf   \n",
        "3194           Geroldswil, Zentrum  47.421457  ...  Urdorf, Oberurdorf   \n",
        "3195       Geroldswil, Dorfstrasse  47.419840  ...  Urdorf, Oberurdorf   \n",
        "3196           Geroldswil, Welbrig  47.418072  ...  Urdorf, Oberurdorf   \n",
        "3197       Weiningen ZH, Schulhaus  47.418351  ...  Urdorf, Oberurdorf   \n",
        "3198     Weiningen ZH, Lindenplatz  47.419555  ...  Urdorf, Oberurdorf   \n",
        "3199      Weiningen ZH, Ausserdorf  47.417683  ...  Urdorf, Oberurdorf   \n",
        "3200        Weiningen ZH, Aegelsee  47.415701  ...  Urdorf, Oberurdorf   \n",
        "3201  Unterengstringen, Sennenbüel  47.413166  ...  Urdorf, Oberurdorf   \n",
        "3202    Unterengstringen, Eckstein  47.410485  ...  Urdorf, Oberurdorf   \n",
        "3203   Unterengstringen, Langwisen  47.409044  ...  Urdorf, Oberurdorf   \n",
        "3204   Schlieren, Talacker-Windegg  47.405622  ...  Urdorf, Oberurdorf   \n",
        "3205        Schlieren, Feldstrasse  47.403421  ...  Urdorf, Oberurdorf   \n",
        "3206            Schlieren, Bahnhof  47.399432  ...  Urdorf, Oberurdorf   \n",
        "3207    Schlieren, Zentrum/Bahnhof  47.398240  ...  Urdorf, Oberurdorf   \n",
        "3208     Schlieren, Kesslerstrasse  47.396379  ...  Urdorf, Oberurdorf   \n",
        "3209   Schlieren, Spital Limmattal  47.392615  ...  Urdorf, Oberurdorf   \n",
        "3210               Urdorf, Feldegg  47.391806  ...  Urdorf, Oberurdorf   \n",
        "3211      Urdorf, Schlierenstrasse  47.391162  ...  Urdorf, Oberurdorf   \n",
        "3212          Urdorf, Niederurdorf  47.390335  ...  Urdorf, Oberurdorf   \n",
        "3213               Urdorf, Neumatt  47.387209  ...  Urdorf, Oberurdorf   \n",
        "3214            Urdorf, Spitzacker  47.384344  ...  Urdorf, Oberurdorf   \n",
        "3215                 Urdorf, Sonne  47.381260  ...  Urdorf, Oberurdorf   \n",
        "3216            Urdorf, Oberurdorf  47.378748  ...  Urdorf, Oberurdorf   \n",
        "3217             Dietikon, Bahnhof  47.406199  ...  Urdorf, Oberurdorf   \n",
        "3218         Dietikon, Heimstrasse  47.408540  ...  Urdorf, Oberurdorf   \n",
        "3219        Fahrweid, Limmatbrücke  47.407598  ...  Urdorf, Oberurdorf   \n",
        "3220                  Fahrweid, Au  47.411646  ...  Urdorf, Oberurdorf   \n",
        "3221       Fahrweid, Brunaustrasse  47.414418  ...  Urdorf, Oberurdorf   \n",
        "3222          Geroldswil, Grindlen  47.416728  ...  Urdorf, Oberurdorf   \n",
        "3223       Geroldswil, Dorfstrasse  47.419840  ...  Urdorf, Oberurdorf   \n",
        "3224           Geroldswil, Zentrum  47.421457  ...  Urdorf, Oberurdorf   \n",
        "3225       Geroldswil, Dorfstrasse  47.419840  ...  Urdorf, Oberurdorf   \n",
        "3226           Geroldswil, Welbrig  47.418072  ...  Urdorf, Oberurdorf   \n",
        "3227       Weiningen ZH, Schulhaus  47.418351  ...  Urdorf, Oberurdorf   \n",
        "3228     Weiningen ZH, Lindenplatz  47.419555  ...  Urdorf, Oberurdorf   \n",
        "3229      Weiningen ZH, Ausserdorf  47.417683  ...  Urdorf, Oberurdorf   \n",
        "3230        Weiningen ZH, Aegelsee  47.415701  ...  Urdorf, Oberurdorf   \n",
        "3231  Unterengstringen, Sennenbüel  47.413166  ...  Urdorf, Oberurdorf   \n",
        "3232    Unterengstringen, Eckstein  47.410485  ...  Urdorf, Oberurdorf   \n",
        "3233   Unterengstringen, Langwisen  47.409044  ...  Urdorf, Oberurdorf   \n",
        "3234   Schlieren, Talacker-Windegg  47.405622  ...  Urdorf, Oberurdorf   \n",
        "3235        Schlieren, Feldstrasse  47.403421  ...  Urdorf, Oberurdorf   \n",
        "3236            Schlieren, Bahnhof  47.399432  ...  Urdorf, Oberurdorf   \n",
        "\n",
        "     trip_short_name  direction_id  departure_first_stop route_int  \\\n",
        "3187            4880             0              07:03:00        36   \n",
        "3188            4880             0              07:03:00        36   \n",
        "3189            4880             0              07:03:00        36   \n",
        "3190            4880             0              07:03:00        36   \n",
        "3191            4880             0              07:03:00        36   \n",
        "3192            4880             0              07:03:00        36   \n",
        "3193            4880             0              07:03:00        36   \n",
        "3194            4880             0              07:03:00        36   \n",
        "3195            4880             0              07:03:00        36   \n",
        "3196            4880             0              07:03:00        36   \n",
        "3197            4880             0              07:03:00        36   \n",
        "3198            4880             0              07:03:00        36   \n",
        "3199            4880             0              07:03:00        36   \n",
        "3200            4880             0              07:03:00        36   \n",
        "3201            4880             0              07:03:00        36   \n",
        "3202            4880             0              07:03:00        36   \n",
        "3203            4880             0              07:03:00        36   \n",
        "3204            4880             0              07:03:00        36   \n",
        "3205            4880             0              07:03:00        36   \n",
        "3206            4880             0              07:03:00        36   \n",
        "3207            4880             0              07:03:00        36   \n",
        "3208            4880             0              07:03:00        36   \n",
        "3209            4880             0              07:03:00        36   \n",
        "3210            4880             0              07:03:00        36   \n",
        "3211            4880             0              07:03:00        36   \n",
        "3212            4880             0              07:03:00        36   \n",
        "3213            4880             0              07:03:00        36   \n",
        "3214            4880             0              07:03:00        36   \n",
        "3215            4880             0              07:03:00        36   \n",
        "3216            4880             0              07:03:00        36   \n",
        "3217            4789             0              07:33:00        36   \n",
        "3218            4789             0              07:33:00        36   \n",
        "3219            4789             0              07:33:00        36   \n",
        "3220            4789             0              07:33:00        36   \n",
        "3221            4789             0              07:33:00        36   \n",
        "3222            4789             0              07:33:00        36   \n",
        "3223            4789             0              07:33:00        36   \n",
        "3224            4789             0              07:33:00        36   \n",
        "3225            4789             0              07:33:00        36   \n",
        "3226            4789             0              07:33:00        36   \n",
        "3227            4789             0              07:33:00        36   \n",
        "3228            4789             0              07:33:00        36   \n",
        "3229            4789             0              07:33:00        36   \n",
        "3230            4789             0              07:33:00        36   \n",
        "3231            4789             0              07:33:00        36   \n",
        "3232            4789             0              07:33:00        36   \n",
        "3233            4789             0              07:33:00        36   \n",
        "3234            4789             0              07:33:00        36   \n",
        "3235            4789             0              07:33:00        36   \n",
        "3236            4789             0              07:33:00        36   \n",
        "\n",
        "      stop_count  stop_int  route_desc monotonically_increasing_id  \\\n",
        "3187          30       130         Bus                 17179869810   \n",
        "3188          30       892         Bus                 17179869811   \n",
        "3189          30      1273         Bus                 17179869812   \n",
        "3190          30       109         Bus                 17179869813   \n",
        "3191          30      1159         Bus                 17179869814   \n",
        "3192          30      1096         Bus                 17179869815   \n",
        "3193          30       724         Bus                 17179869816   \n",
        "3194          30       589         Bus                 17179869817   \n",
        "3195          30       724         Bus                 17179869818   \n",
        "3196          30       859         Bus                 17179869819   \n",
        "3197          30       622         Bus                 17179869820   \n",
        "3198          30       934         Bus                 17179869821   \n",
        "3199          30       754         Bus                 17179869822   \n",
        "3200          30      1020         Bus                 17179869823   \n",
        "3201          30       322         Bus                 17179869824   \n",
        "3202          30       831         Bus                 17179869825   \n",
        "3203          30       530         Bus                 17179869826   \n",
        "3204          30       581         Bus                 17179869827   \n",
        "3205          30      1270         Bus                 17179869828   \n",
        "3206          30       425         Bus                 17179869829   \n",
        "3207          30       168         Bus                 17179869830   \n",
        "3208          30      1365         Bus                 17179869831   \n",
        "3209          30       796         Bus                 17179869832   \n",
        "3210          30       839         Bus                 17179869833   \n",
        "3211          30      1114         Bus                 17179869834   \n",
        "3212          30      1367         Bus                 17179869835   \n",
        "3213          30       957         Bus                 17179869836   \n",
        "3214          30       750         Bus                 17179869837   \n",
        "3215          30      1346         Bus                 17179869838   \n",
        "3216          30       909         Bus                 17179869839   \n",
        "3217          30       130         Bus                 17179869840   \n",
        "3218          30       892         Bus                 17179869841   \n",
        "3219          30      1273         Bus                 17179869842   \n",
        "3220          30       109         Bus                 17179869843   \n",
        "3221          30      1159         Bus                 17179869844   \n",
        "3222          30      1096         Bus                 17179869845   \n",
        "3223          30       724         Bus                 17179869846   \n",
        "3224          30       589         Bus                 17179869847   \n",
        "3225          30       724         Bus                 17179869848   \n",
        "3226          30       859         Bus                 17179869849   \n",
        "3227          30       622         Bus                 17179869850   \n",
        "3228          30       934         Bus                 17179869851   \n",
        "3229          30       754         Bus                 17179869852   \n",
        "3230          30      1020         Bus                 17179869853   \n",
        "3231          30       322         Bus                 17179869854   \n",
        "3232          30       831         Bus                 17179869855   \n",
        "3233          30       530         Bus                 17179869856   \n",
        "3234          30       581         Bus                 17179869857   \n",
        "3235          30      1270         Bus                 17179869858   \n",
        "3236          30       425         Bus                 17179869859   \n",
        "\n",
        "      departure_first_shift_1  \n",
        "3187                 07:03:00  \n",
        "3188                 07:03:00  \n",
        "3189                 07:03:00  \n",
        "3190                 07:03:00  \n",
        "3191                 07:03:00  \n",
        "3192                 07:03:00  \n",
        "3193                 07:03:00  \n",
        "3194                 07:03:00  \n",
        "3195                 07:03:00  \n",
        "3196                 07:03:00  \n",
        "3197                 07:03:00  \n",
        "3198                 07:03:00  \n",
        "3199                 07:03:00  \n",
        "3200                 07:03:00  \n",
        "3201                 07:03:00  \n",
        "3202                 07:03:00  \n",
        "3203                 07:03:00  \n",
        "3204                 07:03:00  \n",
        "3205                 07:03:00  \n",
        "3206                 07:03:00  \n",
        "3207                 07:03:00  \n",
        "3208                 07:03:00  \n",
        "3209                 07:03:00  \n",
        "3210                 07:03:00  \n",
        "3211                 07:03:00  \n",
        "3212                 07:03:00  \n",
        "3213                 07:03:00  \n",
        "3214                 07:03:00  \n",
        "3215                 07:03:00  \n",
        "3216                 07:33:00  \n",
        "3217                 07:33:00  \n",
        "3218                 07:33:00  \n",
        "3219                 07:33:00  \n",
        "3220                 07:33:00  \n",
        "3221                 07:33:00  \n",
        "3222                 07:33:00  \n",
        "3223                 07:33:00  \n",
        "3224                 07:33:00  \n",
        "3225                 07:33:00  \n",
        "3226                 07:33:00  \n",
        "3227                 07:33:00  \n",
        "3228                 07:33:00  \n",
        "3229                 07:33:00  \n",
        "3230                 07:33:00  \n",
        "3231                 07:33:00  \n",
        "3232                 07:33:00  \n",
        "3233                 07:33:00  \n",
        "3234                 07:33:00  \n",
        "3235                 07:33:00  \n",
        "3236                 07:33:00  \n",
        "\n",
        "[50 rows x 21 columns]"
       ]
      },
      "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered[stop_times_ordered['route_int']==36].head(50)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([  55,   60,   68,   82,   91,  106,  130,  156,  178,  201,  214,\n",
        "        282,  310,  416,  435,  436,  446,  520,  602,  610,  611,  637,\n",
        "        660,  685,  699,  744,  764,  854,  861,  914,  928,  938,  978,\n",
        "       1028, 1041, 1071, 1087, 1144, 1149, 1151, 1283, 1285, 1287, 1297,\n",
        "       1325, 1327, 1328, 1356, 1403, 1426, 1442])"
       ]
      },
      "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.where(distinct_trips_stops_2[['n_stops']].where(distinct_trips_stops_2[['n_stops']].values!=stop_times_ordered[['route_int', 'stop_count']].drop_duplicates().sort_values(by='route_int')[['stop_count']].values).notna())[0]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>...</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "      <th>departure_first_shift_1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>5151</th>\n",
        "      <td>51596</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572561</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8572561</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:01:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Bellikon, Rehaklinik</td>\n",
        "      <td>47.388535</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>867</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804942</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5152</th>\n",
        "      <td>51597</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8503879</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8503879</td>\n",
        "      <td>2020-05-23 07:03:00</td>\n",
        "      <td>2020-05-23 07:03:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Widen, Imbismatt</td>\n",
        "      <td>47.372440</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>102</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804943</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5153</th>\n",
        "      <td>51598</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502575</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8502575</td>\n",
        "      <td>2020-05-23 07:04:00</td>\n",
        "      <td>2020-05-23 07:04:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Widen, Dorf</td>\n",
        "      <td>47.367572</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>868</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804944</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5154</th>\n",
        "      <td>51599</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580729</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8580729</td>\n",
        "      <td>2020-05-23 07:04:00</td>\n",
        "      <td>2020-05-23 07:04:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Berikon, Kesslernmatt</td>\n",
        "      <td>47.364579</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1111</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804945</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5155</th>\n",
        "      <td>51600</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572560</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8572560</td>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "      <td>2020-05-23 07:09:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Berikon-Widen, Bahnhof</td>\n",
        "      <td>47.361798</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>882</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804946</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5156</th>\n",
        "      <td>51601</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572599</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8572599</td>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "      <td>2020-05-23 07:10:00</td>\n",
        "      <td>13</td>\n",
        "      <td>Berikon, Kreisschule</td>\n",
        "      <td>47.356279</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>884</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804947</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5157</th>\n",
        "      <td>51602</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502560</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8502560</td>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "      <td>2020-05-23 07:12:00</td>\n",
        "      <td>14</td>\n",
        "      <td>Berikon, Kirche</td>\n",
        "      <td>47.351051</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>312</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804948</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5158</th>\n",
        "      <td>51603</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580317</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8580317</td>\n",
        "      <td>2020-05-23 07:13:00</td>\n",
        "      <td>2020-05-23 07:13:00</td>\n",
        "      <td>15</td>\n",
        "      <td>Berikon, Stalden</td>\n",
        "      <td>47.347643</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1296</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804949</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5159</th>\n",
        "      <td>51604</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572598</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8572598</td>\n",
        "      <td>2020-05-23 07:14:00</td>\n",
        "      <td>2020-05-23 07:14:00</td>\n",
        "      <td>16</td>\n",
        "      <td>Berikon, Mattenhof</td>\n",
        "      <td>47.344125</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>499</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804950</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5160</th>\n",
        "      <td>51605</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591365</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8591365</td>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "      <td>2020-05-23 07:32:00</td>\n",
        "      <td>17</td>\n",
        "      <td>Zürich, Sihlcity</td>\n",
        "      <td>47.357971</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1017</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804951</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5161</th>\n",
        "      <td>51606</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591059</td>\n",
        "      <td>6.TA.1-445-j19-1.2.H</td>\n",
        "      <td>8591059</td>\n",
        "      <td>2020-05-23 07:36:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>18</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>47.364555</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44507</td>\n",
        "      <td>0</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>177</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804952</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5162</th>\n",
        "      <td>51607</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572561</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572561</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:31:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Bellikon, Rehaklinik</td>\n",
        "      <td>47.388535</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>867</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804953</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5163</th>\n",
        "      <td>51608</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8503879</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8503879</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>2020-05-23 07:33:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Widen, Imbismatt</td>\n",
        "      <td>47.372440</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>102</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804954</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5164</th>\n",
        "      <td>51609</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502575</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8502575</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Widen, Dorf</td>\n",
        "      <td>47.367572</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>868</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804955</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5165</th>\n",
        "      <td>51610</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580729</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8580729</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>2020-05-23 07:34:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Berikon, Kesslernmatt</td>\n",
        "      <td>47.364579</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1111</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804956</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5166</th>\n",
        "      <td>51611</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572560</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572560</td>\n",
        "      <td>2020-05-23 07:39:00</td>\n",
        "      <td>2020-05-23 07:39:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Berikon-Widen, Bahnhof</td>\n",
        "      <td>47.361798</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>882</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804957</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5167</th>\n",
        "      <td>51612</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572599</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572599</td>\n",
        "      <td>2020-05-23 07:40:00</td>\n",
        "      <td>2020-05-23 07:40:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Berikon, Kreisschule</td>\n",
        "      <td>47.356279</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>884</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804958</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5168</th>\n",
        "      <td>51613</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502560</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8502560</td>\n",
        "      <td>2020-05-23 07:42:00</td>\n",
        "      <td>2020-05-23 07:42:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Berikon, Kirche</td>\n",
        "      <td>47.351051</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>312</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804959</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5169</th>\n",
        "      <td>51614</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580317</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8580317</td>\n",
        "      <td>2020-05-23 07:43:00</td>\n",
        "      <td>2020-05-23 07:43:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Berikon, Stalden</td>\n",
        "      <td>47.347643</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1296</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804960</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5170</th>\n",
        "      <td>51615</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572598</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572598</td>\n",
        "      <td>2020-05-23 07:44:00</td>\n",
        "      <td>2020-05-23 07:44:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Berikon, Mattenhof</td>\n",
        "      <td>47.344125</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>499</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804961</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5171</th>\n",
        "      <td>51616</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591365</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8591365</td>\n",
        "      <td>2020-05-23 08:02:00</td>\n",
        "      <td>2020-05-23 08:02:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Zürich, Sihlcity</td>\n",
        "      <td>47.357971</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1017</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804962</td>\n",
        "      <td>07:31:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5172</th>\n",
        "      <td>51617</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591059</td>\n",
        "      <td>7.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8591059</td>\n",
        "      <td>2020-05-23 08:06:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>13</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>47.364555</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44509</td>\n",
        "      <td>0</td>\n",
        "      <td>07:31:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>177</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804963</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5173</th>\n",
        "      <td>51618</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572561</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572561</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 08:01:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Bellikon, Rehaklinik</td>\n",
        "      <td>47.388535</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>867</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804964</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5174</th>\n",
        "      <td>51619</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8503879</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8503879</td>\n",
        "      <td>2020-05-23 08:03:00</td>\n",
        "      <td>2020-05-23 08:03:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Widen, Imbismatt</td>\n",
        "      <td>47.372440</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>102</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804965</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5175</th>\n",
        "      <td>51620</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502575</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8502575</td>\n",
        "      <td>2020-05-23 08:04:00</td>\n",
        "      <td>2020-05-23 08:04:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Widen, Dorf</td>\n",
        "      <td>47.367572</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>868</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804966</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5176</th>\n",
        "      <td>51621</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580729</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8580729</td>\n",
        "      <td>2020-05-23 08:04:00</td>\n",
        "      <td>2020-05-23 08:04:00</td>\n",
        "      <td>6</td>\n",
        "      <td>Berikon, Kesslernmatt</td>\n",
        "      <td>47.364579</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1111</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804967</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5177</th>\n",
        "      <td>51622</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572560</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572560</td>\n",
        "      <td>2020-05-23 08:09:00</td>\n",
        "      <td>2020-05-23 08:09:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Berikon-Widen, Bahnhof</td>\n",
        "      <td>47.361798</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>882</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804968</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5178</th>\n",
        "      <td>51623</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572599</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572599</td>\n",
        "      <td>2020-05-23 08:10:00</td>\n",
        "      <td>2020-05-23 08:10:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Berikon, Kreisschule</td>\n",
        "      <td>47.356279</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>884</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804969</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5179</th>\n",
        "      <td>51624</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8502560</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8502560</td>\n",
        "      <td>2020-05-23 08:12:00</td>\n",
        "      <td>2020-05-23 08:12:00</td>\n",
        "      <td>9</td>\n",
        "      <td>Berikon, Kirche</td>\n",
        "      <td>47.351051</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>312</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804970</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5180</th>\n",
        "      <td>51625</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8580317</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8580317</td>\n",
        "      <td>2020-05-23 08:13:00</td>\n",
        "      <td>2020-05-23 08:13:00</td>\n",
        "      <td>10</td>\n",
        "      <td>Berikon, Stalden</td>\n",
        "      <td>47.347643</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1296</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804971</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5181</th>\n",
        "      <td>51626</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8572598</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8572598</td>\n",
        "      <td>2020-05-23 08:14:00</td>\n",
        "      <td>2020-05-23 08:14:00</td>\n",
        "      <td>11</td>\n",
        "      <td>Berikon, Mattenhof</td>\n",
        "      <td>47.344125</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>499</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804972</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5182</th>\n",
        "      <td>51627</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591365</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8591365</td>\n",
        "      <td>2020-05-23 08:32:00</td>\n",
        "      <td>2020-05-23 08:32:00</td>\n",
        "      <td>12</td>\n",
        "      <td>Zürich, Sihlcity</td>\n",
        "      <td>47.357971</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>1017</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804973</td>\n",
        "      <td>08:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5183</th>\n",
        "      <td>51628</td>\n",
        "      <td>1-445-j19-1</td>\n",
        "      <td>8591059</td>\n",
        "      <td>8.TA.1-445-j19-1.3.H</td>\n",
        "      <td>8591059</td>\n",
        "      <td>2020-05-23 08:36:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>13</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>47.364555</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Enge, Bahnhof/Bederstr.</td>\n",
        "      <td>44511</td>\n",
        "      <td>0</td>\n",
        "      <td>08:01:00</td>\n",
        "      <td>55</td>\n",
        "      <td>11</td>\n",
        "      <td>177</td>\n",
        "      <td>Bus</td>\n",
        "      <td>25769804974</td>\n",
        "      <td>07:18:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>33 rows × 21 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "      index     route_id  stop_id_general               trip_id  stop_id  \\\n",
        "5151  51596  1-445-j19-1          8572561  6.TA.1-445-j19-1.2.H  8572561   \n",
        "5152  51597  1-445-j19-1          8503879  6.TA.1-445-j19-1.2.H  8503879   \n",
        "5153  51598  1-445-j19-1          8502575  6.TA.1-445-j19-1.2.H  8502575   \n",
        "5154  51599  1-445-j19-1          8580729  6.TA.1-445-j19-1.2.H  8580729   \n",
        "5155  51600  1-445-j19-1          8572560  6.TA.1-445-j19-1.2.H  8572560   \n",
        "5156  51601  1-445-j19-1          8572599  6.TA.1-445-j19-1.2.H  8572599   \n",
        "5157  51602  1-445-j19-1          8502560  6.TA.1-445-j19-1.2.H  8502560   \n",
        "5158  51603  1-445-j19-1          8580317  6.TA.1-445-j19-1.2.H  8580317   \n",
        "5159  51604  1-445-j19-1          8572598  6.TA.1-445-j19-1.2.H  8572598   \n",
        "5160  51605  1-445-j19-1          8591365  6.TA.1-445-j19-1.2.H  8591365   \n",
        "5161  51606  1-445-j19-1          8591059  6.TA.1-445-j19-1.2.H  8591059   \n",
        "5162  51607  1-445-j19-1          8572561  7.TA.1-445-j19-1.3.H  8572561   \n",
        "5163  51608  1-445-j19-1          8503879  7.TA.1-445-j19-1.3.H  8503879   \n",
        "5164  51609  1-445-j19-1          8502575  7.TA.1-445-j19-1.3.H  8502575   \n",
        "5165  51610  1-445-j19-1          8580729  7.TA.1-445-j19-1.3.H  8580729   \n",
        "5166  51611  1-445-j19-1          8572560  7.TA.1-445-j19-1.3.H  8572560   \n",
        "5167  51612  1-445-j19-1          8572599  7.TA.1-445-j19-1.3.H  8572599   \n",
        "5168  51613  1-445-j19-1          8502560  7.TA.1-445-j19-1.3.H  8502560   \n",
        "5169  51614  1-445-j19-1          8580317  7.TA.1-445-j19-1.3.H  8580317   \n",
        "5170  51615  1-445-j19-1          8572598  7.TA.1-445-j19-1.3.H  8572598   \n",
        "5171  51616  1-445-j19-1          8591365  7.TA.1-445-j19-1.3.H  8591365   \n",
        "5172  51617  1-445-j19-1          8591059  7.TA.1-445-j19-1.3.H  8591059   \n",
        "5173  51618  1-445-j19-1          8572561  8.TA.1-445-j19-1.3.H  8572561   \n",
        "5174  51619  1-445-j19-1          8503879  8.TA.1-445-j19-1.3.H  8503879   \n",
        "5175  51620  1-445-j19-1          8502575  8.TA.1-445-j19-1.3.H  8502575   \n",
        "5176  51621  1-445-j19-1          8580729  8.TA.1-445-j19-1.3.H  8580729   \n",
        "5177  51622  1-445-j19-1          8572560  8.TA.1-445-j19-1.3.H  8572560   \n",
        "5178  51623  1-445-j19-1          8572599  8.TA.1-445-j19-1.3.H  8572599   \n",
        "5179  51624  1-445-j19-1          8502560  8.TA.1-445-j19-1.3.H  8502560   \n",
        "5180  51625  1-445-j19-1          8580317  8.TA.1-445-j19-1.3.H  8580317   \n",
        "5181  51626  1-445-j19-1          8572598  8.TA.1-445-j19-1.3.H  8572598   \n",
        "5182  51627  1-445-j19-1          8591365  8.TA.1-445-j19-1.3.H  8591365   \n",
        "5183  51628  1-445-j19-1          8591059  8.TA.1-445-j19-1.3.H  8591059   \n",
        "\n",
        "            arrival_time      departure_time  stop_sequence  \\\n",
        "5151                 NaT 2020-05-23 07:01:00              8   \n",
        "5152 2020-05-23 07:03:00 2020-05-23 07:03:00              9   \n",
        "5153 2020-05-23 07:04:00 2020-05-23 07:04:00             10   \n",
        "5154 2020-05-23 07:04:00 2020-05-23 07:04:00             11   \n",
        "5155 2020-05-23 07:09:00 2020-05-23 07:09:00             12   \n",
        "5156 2020-05-23 07:10:00 2020-05-23 07:10:00             13   \n",
        "5157 2020-05-23 07:12:00 2020-05-23 07:12:00             14   \n",
        "5158 2020-05-23 07:13:00 2020-05-23 07:13:00             15   \n",
        "5159 2020-05-23 07:14:00 2020-05-23 07:14:00             16   \n",
        "5160 2020-05-23 07:32:00 2020-05-23 07:32:00             17   \n",
        "5161 2020-05-23 07:36:00                 NaT             18   \n",
        "5162                 NaT 2020-05-23 07:31:00              3   \n",
        "5163 2020-05-23 07:33:00 2020-05-23 07:33:00              4   \n",
        "5164 2020-05-23 07:34:00 2020-05-23 07:34:00              5   \n",
        "5165 2020-05-23 07:34:00 2020-05-23 07:34:00              6   \n",
        "5166 2020-05-23 07:39:00 2020-05-23 07:39:00              7   \n",
        "5167 2020-05-23 07:40:00 2020-05-23 07:40:00              8   \n",
        "5168 2020-05-23 07:42:00 2020-05-23 07:42:00              9   \n",
        "5169 2020-05-23 07:43:00 2020-05-23 07:43:00             10   \n",
        "5170 2020-05-23 07:44:00 2020-05-23 07:44:00             11   \n",
        "5171 2020-05-23 08:02:00 2020-05-23 08:02:00             12   \n",
        "5172 2020-05-23 08:06:00                 NaT             13   \n",
        "5173                 NaT 2020-05-23 08:01:00              3   \n",
        "5174 2020-05-23 08:03:00 2020-05-23 08:03:00              4   \n",
        "5175 2020-05-23 08:04:00 2020-05-23 08:04:00              5   \n",
        "5176 2020-05-23 08:04:00 2020-05-23 08:04:00              6   \n",
        "5177 2020-05-23 08:09:00 2020-05-23 08:09:00              7   \n",
        "5178 2020-05-23 08:10:00 2020-05-23 08:10:00              8   \n",
        "5179 2020-05-23 08:12:00 2020-05-23 08:12:00              9   \n",
        "5180 2020-05-23 08:13:00 2020-05-23 08:13:00             10   \n",
        "5181 2020-05-23 08:14:00 2020-05-23 08:14:00             11   \n",
        "5182 2020-05-23 08:32:00 2020-05-23 08:32:00             12   \n",
        "5183 2020-05-23 08:36:00                 NaT             13   \n",
        "\n",
        "                           stop_name   stop_lat  ...  \\\n",
        "5151            Bellikon, Rehaklinik  47.388535  ...   \n",
        "5152                Widen, Imbismatt  47.372440  ...   \n",
        "5153                     Widen, Dorf  47.367572  ...   \n",
        "5154           Berikon, Kesslernmatt  47.364579  ...   \n",
        "5155          Berikon-Widen, Bahnhof  47.361798  ...   \n",
        "5156            Berikon, Kreisschule  47.356279  ...   \n",
        "5157                 Berikon, Kirche  47.351051  ...   \n",
        "5158                Berikon, Stalden  47.347643  ...   \n",
        "5159              Berikon, Mattenhof  47.344125  ...   \n",
        "5160                Zürich, Sihlcity  47.357971  ...   \n",
        "5161  Zürich Enge, Bahnhof/Bederstr.  47.364555  ...   \n",
        "5162            Bellikon, Rehaklinik  47.388535  ...   \n",
        "5163                Widen, Imbismatt  47.372440  ...   \n",
        "5164                     Widen, Dorf  47.367572  ...   \n",
        "5165           Berikon, Kesslernmatt  47.364579  ...   \n",
        "5166          Berikon-Widen, Bahnhof  47.361798  ...   \n",
        "5167            Berikon, Kreisschule  47.356279  ...   \n",
        "5168                 Berikon, Kirche  47.351051  ...   \n",
        "5169                Berikon, Stalden  47.347643  ...   \n",
        "5170              Berikon, Mattenhof  47.344125  ...   \n",
        "5171                Zürich, Sihlcity  47.357971  ...   \n",
        "5172  Zürich Enge, Bahnhof/Bederstr.  47.364555  ...   \n",
        "5173            Bellikon, Rehaklinik  47.388535  ...   \n",
        "5174                Widen, Imbismatt  47.372440  ...   \n",
        "5175                     Widen, Dorf  47.367572  ...   \n",
        "5176           Berikon, Kesslernmatt  47.364579  ...   \n",
        "5177          Berikon-Widen, Bahnhof  47.361798  ...   \n",
        "5178            Berikon, Kreisschule  47.356279  ...   \n",
        "5179                 Berikon, Kirche  47.351051  ...   \n",
        "5180                Berikon, Stalden  47.347643  ...   \n",
        "5181              Berikon, Mattenhof  47.344125  ...   \n",
        "5182                Zürich, Sihlcity  47.357971  ...   \n",
        "5183  Zürich Enge, Bahnhof/Bederstr.  47.364555  ...   \n",
        "\n",
        "                       trip_headsign trip_short_name  direction_id  \\\n",
        "5151  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5152  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5153  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5154  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5155  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5156  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5157  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5158  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5159  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5160  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5161  Zürich Enge, Bahnhof/Bederstr.           44507             0   \n",
        "5162  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5163  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5164  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5165  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5166  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5167  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5168  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5169  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5170  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5171  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5172  Zürich Enge, Bahnhof/Bederstr.           44509             0   \n",
        "5173  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5174  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5175  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5176  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5177  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5178  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5179  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5180  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5181  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5182  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "5183  Zürich Enge, Bahnhof/Bederstr.           44511             0   \n",
        "\n",
        "      departure_first_stop route_int  stop_count  stop_int  route_desc  \\\n",
        "5151              07:01:00        55          11       867         Bus   \n",
        "5152              07:01:00        55          11       102         Bus   \n",
        "5153              07:01:00        55          11       868         Bus   \n",
        "5154              07:01:00        55          11      1111         Bus   \n",
        "5155              07:01:00        55          11       882         Bus   \n",
        "5156              07:01:00        55          11       884         Bus   \n",
        "5157              07:01:00        55          11       312         Bus   \n",
        "5158              07:01:00        55          11      1296         Bus   \n",
        "5159              07:01:00        55          11       499         Bus   \n",
        "5160              07:01:00        55          11      1017         Bus   \n",
        "5161              07:01:00        55          11       177         Bus   \n",
        "5162              07:31:00        55          11       867         Bus   \n",
        "5163              07:31:00        55          11       102         Bus   \n",
        "5164              07:31:00        55          11       868         Bus   \n",
        "5165              07:31:00        55          11      1111         Bus   \n",
        "5166              07:31:00        55          11       882         Bus   \n",
        "5167              07:31:00        55          11       884         Bus   \n",
        "5168              07:31:00        55          11       312         Bus   \n",
        "5169              07:31:00        55          11      1296         Bus   \n",
        "5170              07:31:00        55          11       499         Bus   \n",
        "5171              07:31:00        55          11      1017         Bus   \n",
        "5172              07:31:00        55          11       177         Bus   \n",
        "5173              08:01:00        55          11       867         Bus   \n",
        "5174              08:01:00        55          11       102         Bus   \n",
        "5175              08:01:00        55          11       868         Bus   \n",
        "5176              08:01:00        55          11      1111         Bus   \n",
        "5177              08:01:00        55          11       882         Bus   \n",
        "5178              08:01:00        55          11       884         Bus   \n",
        "5179              08:01:00        55          11       312         Bus   \n",
        "5180              08:01:00        55          11      1296         Bus   \n",
        "5181              08:01:00        55          11       499         Bus   \n",
        "5182              08:01:00        55          11      1017         Bus   \n",
        "5183              08:01:00        55          11       177         Bus   \n",
        "\n",
        "     monotonically_increasing_id  departure_first_shift_1  \n",
        "5151                 25769804942                 07:01:00  \n",
        "5152                 25769804943                 07:01:00  \n",
        "5153                 25769804944                 07:01:00  \n",
        "5154                 25769804945                 07:01:00  \n",
        "5155                 25769804946                 07:01:00  \n",
        "5156                 25769804947                 07:01:00  \n",
        "5157                 25769804948                 07:01:00  \n",
        "5158                 25769804949                 07:01:00  \n",
        "5159                 25769804950                 07:01:00  \n",
        "5160                 25769804951                 07:01:00  \n",
        "5161                 25769804952                 07:31:00  \n",
        "5162                 25769804953                 07:31:00  \n",
        "5163                 25769804954                 07:31:00  \n",
        "5164                 25769804955                 07:31:00  \n",
        "5165                 25769804956                 07:31:00  \n",
        "5166                 25769804957                 07:31:00  \n",
        "5167                 25769804958                 07:31:00  \n",
        "5168                 25769804959                 07:31:00  \n",
        "5169                 25769804960                 07:31:00  \n",
        "5170                 25769804961                 07:31:00  \n",
        "5171                 25769804962                 07:31:00  \n",
        "5172                 25769804963                 08:01:00  \n",
        "5173                 25769804964                 08:01:00  \n",
        "5174                 25769804965                 08:01:00  \n",
        "5175                 25769804966                 08:01:00  \n",
        "5176                 25769804967                 08:01:00  \n",
        "5177                 25769804968                 08:01:00  \n",
        "5178                 25769804969                 08:01:00  \n",
        "5179                 25769804970                 08:01:00  \n",
        "5180                 25769804971                 08:01:00  \n",
        "5181                 25769804972                 08:01:00  \n",
        "5182                 25769804973                 08:01:00  \n",
        "5183                 25769804974                 07:18:00  \n",
        "\n",
        "[33 rows x 21 columns]"
       ]
      },
      "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered[stop_times_ordered['route_int']==55].head(50)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We cannot either count the number of occurences of stop_sequence or the number of occurences of stop_int, as stop_sequence is monotonically increasing but potentially not the same between trips !!"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(1461, 2)"
       ]
      },
      "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops.shape"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We create the pointer for the route stops, by adding the unique stops for each route"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Trips</th>\n",
        "      <th>n_stops</th>\n",
        "      <th>pointer_routes_stops</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>route_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>26</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>17</td>\n",
        "      <td>34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>55</td>\n",
        "      <td>9</td>\n",
        "      <td>53</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "           n_Trips  n_stops  pointer_routes_stops\n",
        "route_int                                        \n",
        "0                1       26                     0\n",
        "1                1        8                    26\n",
        "2                1       17                    34\n",
        "3                1        2                    51\n",
        "4               55        9                    53"
       ]
      },
      "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops['pointer_routes_stops'] = distinct_trips_stops.n_stops.cumsum().shift(1, fill_value=0)\n",
     "distinct_trips_stops.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We create the pointer for stop_times by adding the number of stops in each route, counting duplicates (due to several trips)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
     "distinct_trips_stops[\"pointer_stop_times\"] = (stop_times_ordered.groupby([\"route_int\"]).count().stop_id).cumsum().shift(1, fill_value=0)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We make sure there are no route that have no trips or no stops, and in case we delete its pointer"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
     "distinct_trips_stops['pointer_routes_stops'] = np.where((distinct_trips_stops[\"n_Trips\"] == 0), None, distinct_trips_stops['pointer_routes_stops'])\n",
     "distinct_trips_stops['pointer_stop_times'] = np.where((distinct_trips_stops[\"n_stops\"] == 0), None, distinct_trips_stops['pointer_stop_times'])\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "n_Trips                 False\n",
        "n_stops                 False\n",
        "pointer_routes_stops    False\n",
        "pointer_stop_times      False\n",
        "dtype: bool"
       ]
      },
      "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops.isna().any()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/routes_array_df_cyril.pkl','wb') as f: pickle.dump(distinct_trips_stops[['n_Trips', 'n_stops', 'pointer_routes_stops', 'pointer_stop_times']], f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Make sure to convert all the information in integers"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
     "distinct_trips_stops[\"pointer_routes_stops\"] = pd.to_numeric(distinct_trips_stops[\"pointer_routes_stops\"])\n",
     "distinct_trips_stops[\"pointer_stop_times\"] = pd.to_numeric(distinct_trips_stops[\"pointer_stop_times\"])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "Int64Index: 1461 entries, 0 to 1460\n",
       "Data columns (total 4 columns):\n",
       " #   Column                Non-Null Count  Dtype\n",
       "---  ------                --------------  -----\n",
       " 0   n_Trips               1461 non-null   int64\n",
       " 1   n_stops               1461 non-null   int64\n",
       " 2   pointer_routes_stops  1461 non-null   int64\n",
       " 3   pointer_stop_times    1461 non-null   int64\n",
       "dtypes: int64(4)\n",
       "memory usage: 57.1 KB\n"
      ]
     }
    ],
    "source": [
     "distinct_trips_stops.info()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[     1,     26,      0,      0],\n",
        "       [     1,      8,     26,     26],\n",
        "       [     1,     17,     34,     34],\n",
        "       ...,\n",
        "       [     1,      3,  15297, 260396],\n",
        "       [     2,     16,  15300, 260399],\n",
        "       [     1,     28,  15316, 260431]])"
       ]
      },
      "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "routes_array = distinct_trips_stops[['n_Trips', 'n_stops', 'pointer_routes_stops', 'pointer_stop_times']].to_numpy()\n",
     "routes_array"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1461"
       ]
      },
      "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.size(routes_array, 0)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/routes_array_cyril.pkl','wb') as f: pickle.dump(routes_array, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### RouteStops: \n",
     "Structure:[route0_stop0, route0_stop1,…, route1_stop0, route1_stop1,…, …]\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>1221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>816</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0</td>\n",
        "      <td>776</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0</td>\n",
        "      <td>307</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0</td>\n",
        "      <td>347</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   route_int  stop_int\n",
        "0          0      1221\n",
        "1          0       816\n",
        "2          0       776\n",
        "3          0       307\n",
        "4          0       347"
       ]
      },
      "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "#recheck the order is correct\n",
     "route_stops = stop_times_ordered.sort_values([\"route_int\", \"departure_first_stop\", \"stop_sequence\"])\n",
     "route_stops = route_stops[['route_int', 'stop_int']].drop_duplicates().reset_index(drop=True)\n",
     "route_stops.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Check if we have everything all information as integers"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "RangeIndex: 15344 entries, 0 to 15343\n",
       "Data columns (total 2 columns):\n",
       " #   Column     Non-Null Count  Dtype\n",
       "---  ------     --------------  -----\n",
       " 0   route_int  15344 non-null  int64\n",
       " 1   stop_int   15344 non-null  int64\n",
       "dtypes: int64(2)\n",
       "memory usage: 239.9 KB\n"
      ]
     }
    ],
    "source": [
     "route_stops.info()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Quick check if we have the same number of unique route as lines in the array routes. It is the case"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1461"
       ]
      },
      "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "route_stops.route_int.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/route_stops_df_cyril.pkl','wb') as f: pickle.dump(route_stops, f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([1221,  816,  776, ..., 1349, 1037,  552])"
       ]
      },
      "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "route_stops_array = route_stops.stop_int.to_numpy()\n",
     "route_stops_array"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Check if the number of unique stops corresponds to the stops we have in stoptimes. It is the case"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1407"
       ]
      },
      "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.size(np.unique(route_stops_array))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1407"
       ]
      },
      "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered.stop_id_general.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/route_stops_array_cyril.pkl','wb') as f: pickle.dump(route_stops_array, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Check if pointers are correct\n",
     "It is fundamental that the indexes, that serve as pointers, in Routes are correct"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We start by looking at where the indexes for stop_times and route_stops diverge. This will allow us to change. We can see that Route stops should have a new route at 62 while stop_times should have it at 548, so we try with that"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Trips</th>\n",
        "      <th>n_stops</th>\n",
        "      <th>pointer_routes_stops</th>\n",
        "      <th>pointer_stop_times</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>route_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>26</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>8</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>17</td>\n",
        "      <td>34</td>\n",
        "      <td>34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>51</td>\n",
        "      <td>51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>55</td>\n",
        "      <td>9</td>\n",
        "      <td>53</td>\n",
        "      <td>53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>62</td>\n",
        "      <td>548</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "           n_Trips  n_stops  pointer_routes_stops  pointer_stop_times\n",
        "route_int                                                            \n",
        "0                1       26                     0                   0\n",
        "1                1        8                    26                  26\n",
        "2                1       17                    34                  34\n",
        "3                1        2                    51                  51\n",
        "4               55        9                    53                  53\n",
        "5                1        2                    62                 548"
       ]
      },
      "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_trips_stops.head(6)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We can check if the pointer indicates the routes index number. At the pointer_routes should indicate the first stop of a new route. We try with 3 to see if route_stops has a new route at this index. It does so it works"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
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        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>60</th>\n",
        "      <td>4</td>\n",
        "      <td>1311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>61</th>\n",
        "      <td>4</td>\n",
        "      <td>1133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>62</th>\n",
        "      <td>5</td>\n",
        "      <td>298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>63</th>\n",
        "      <td>5</td>\n",
        "      <td>1294</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>64</th>\n",
        "      <td>6</td>\n",
        "      <td>1202</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "    route_int  stop_int\n",
        "60          4      1311\n",
        "61          4      1133\n",
        "62          5       298\n",
        "63          5      1294\n",
        "64          6      1202"
       ]
      },
      "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "route_stops.loc[60:65].head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We go and see if stop_times has a new route at 548. It does, so it works"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
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        "\n",
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        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>...</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "      <th>departure_first_shift_1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>545</th>\n",
        "      <td>202405</td>\n",
        "      <td>26-703-j19-1</td>\n",
        "      <td>8591261</td>\n",
        "      <td>32.TA.26-703-j19-1.2.R</td>\n",
        "      <td>8591261</td>\n",
        "      <td>2020-05-23 19:27:00</td>\n",
        "      <td>2020-05-23 19:27:00</td>\n",
        "      <td>7</td>\n",
        "      <td>Zürich, Loorenstrasse</td>\n",
        "      <td>47.359863</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Klusplatz</td>\n",
        "      <td>6842</td>\n",
        "      <td>1</td>\n",
        "      <td>19:19:00</td>\n",
        "      <td>4</td>\n",
        "      <td>9</td>\n",
        "      <td>1197</td>\n",
        "      <td>Bus</td>\n",
        "      <td>545</td>\n",
        "      <td>19:19:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>546</th>\n",
        "      <td>202406</td>\n",
        "      <td>26-703-j19-1</td>\n",
        "      <td>8591107</td>\n",
        "      <td>32.TA.26-703-j19-1.2.R</td>\n",
        "      <td>8591107</td>\n",
        "      <td>2020-05-23 19:29:00</td>\n",
        "      <td>2020-05-23 19:29:00</td>\n",
        "      <td>8</td>\n",
        "      <td>Zürich, Carl-Spitteler-Strasse</td>\n",
        "      <td>47.358324</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Klusplatz</td>\n",
        "      <td>6842</td>\n",
        "      <td>1</td>\n",
        "      <td>19:19:00</td>\n",
        "      <td>4</td>\n",
        "      <td>9</td>\n",
        "      <td>1311</td>\n",
        "      <td>Bus</td>\n",
        "      <td>546</td>\n",
        "      <td>19:19:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>547</th>\n",
        "      <td>202407</td>\n",
        "      <td>26-703-j19-1</td>\n",
        "      <td>8591233</td>\n",
        "      <td>32.TA.26-703-j19-1.2.R</td>\n",
        "      <td>8591233</td>\n",
        "      <td>2020-05-23 19:33:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>9</td>\n",
        "      <td>Zürich, Klusplatz</td>\n",
        "      <td>47.364037</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich, Klusplatz</td>\n",
        "      <td>6842</td>\n",
        "      <td>1</td>\n",
        "      <td>19:19:00</td>\n",
        "      <td>4</td>\n",
        "      <td>9</td>\n",
        "      <td>1133</td>\n",
        "      <td>Bus</td>\n",
        "      <td>547</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>548</th>\n",
        "      <td>202408</td>\n",
        "      <td>26-10-j19-1</td>\n",
        "      <td>8573205</td>\n",
        "      <td>1672.TA.26-10-j19-1.11.R</td>\n",
        "      <td>8573205</td>\n",
        "      <td>NaT</td>\n",
        "      <td>2020-05-23 07:01:00</td>\n",
        "      <td>27</td>\n",
        "      <td>Zürich Flughafen, Bahnhof</td>\n",
        "      <td>47.450441</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Flughafen, Fracht</td>\n",
        "      <td>4096</td>\n",
        "      <td>1</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>5</td>\n",
        "      <td>2</td>\n",
        "      <td>298</td>\n",
        "      <td>Tram</td>\n",
        "      <td>548</td>\n",
        "      <td>07:01:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>549</th>\n",
        "      <td>202409</td>\n",
        "      <td>26-10-j19-1</td>\n",
        "      <td>8588553</td>\n",
        "      <td>1672.TA.26-10-j19-1.11.R</td>\n",
        "      <td>8588553</td>\n",
        "      <td>2020-05-23 07:02:00</td>\n",
        "      <td>NaT</td>\n",
        "      <td>28</td>\n",
        "      <td>Zürich Flughafen, Fracht</td>\n",
        "      <td>47.452494</td>\n",
        "      <td>...</td>\n",
        "      <td>Zürich Flughafen, Fracht</td>\n",
        "      <td>4096</td>\n",
        "      <td>1</td>\n",
        "      <td>07:01:00</td>\n",
        "      <td>5</td>\n",
        "      <td>2</td>\n",
        "      <td>1294</td>\n",
        "      <td>Tram</td>\n",
        "      <td>549</td>\n",
        "      <td>07:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows × 21 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "      index      route_id  stop_id_general                   trip_id  stop_id  \\\n",
        "545  202405  26-703-j19-1          8591261    32.TA.26-703-j19-1.2.R  8591261   \n",
        "546  202406  26-703-j19-1          8591107    32.TA.26-703-j19-1.2.R  8591107   \n",
        "547  202407  26-703-j19-1          8591233    32.TA.26-703-j19-1.2.R  8591233   \n",
        "548  202408   26-10-j19-1          8573205  1672.TA.26-10-j19-1.11.R  8573205   \n",
        "549  202409   26-10-j19-1          8588553  1672.TA.26-10-j19-1.11.R  8588553   \n",
        "\n",
        "           arrival_time      departure_time  stop_sequence  \\\n",
        "545 2020-05-23 19:27:00 2020-05-23 19:27:00              7   \n",
        "546 2020-05-23 19:29:00 2020-05-23 19:29:00              8   \n",
        "547 2020-05-23 19:33:00                 NaT              9   \n",
        "548                 NaT 2020-05-23 07:01:00             27   \n",
        "549 2020-05-23 07:02:00                 NaT             28   \n",
        "\n",
        "                          stop_name   stop_lat  ...             trip_headsign  \\\n",
        "545           Zürich, Loorenstrasse  47.359863  ...         Zürich, Klusplatz   \n",
        "546  Zürich, Carl-Spitteler-Strasse  47.358324  ...         Zürich, Klusplatz   \n",
        "547               Zürich, Klusplatz  47.364037  ...         Zürich, Klusplatz   \n",
        "548       Zürich Flughafen, Bahnhof  47.450441  ...  Zürich Flughafen, Fracht   \n",
        "549        Zürich Flughafen, Fracht  47.452494  ...  Zürich Flughafen, Fracht   \n",
        "\n",
        "    trip_short_name  direction_id  departure_first_stop route_int  stop_count  \\\n",
        "545            6842             1              19:19:00         4           9   \n",
        "546            6842             1              19:19:00         4           9   \n",
        "547            6842             1              19:19:00         4           9   \n",
        "548            4096             1              07:01:00         5           2   \n",
        "549            4096             1              07:01:00         5           2   \n",
        "\n",
        "     stop_int  route_desc monotonically_increasing_id  departure_first_shift_1  \n",
        "545      1197         Bus                         545                 19:19:00  \n",
        "546      1311         Bus                         546                 19:19:00  \n",
        "547      1133         Bus                         547                 07:01:00  \n",
        "548       298        Tram                         548                 07:01:00  \n",
        "549      1294        Tram                         549                 07:00:00  \n",
        "\n",
        "[5 rows x 21 columns]"
       ]
      },
      "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_ordered.loc[545:550].head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Stops: \n",
     "[[stop0_pointerRoutes, stop0_pointerTransfer], [stop1_pointerRoutes, stop1_pointerTransfer], …]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We count the number of unique routes pass by a stop"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 147,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Routes</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>stop_int</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>23</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "          n_Routes\n",
        "stop_int          \n",
        "0               11\n",
        "1                9\n",
        "2               18\n",
        "3                6\n",
        "4               23"
       ]
      },
      "execution_count": 147,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_join = route_stops.groupby([\"stop_int\"]).nunique().rename(columns={\"route_int\": \"n_Routes\"}).drop(columns=[\"stop_int\"])\n",
     "stops_join.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Check if we have always the right number of stops"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 157,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "n_Routes    1407\n",
        "dtype: int64"
       ]
      },
      "execution_count": 157,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_join.count()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We count the number of transfers for each stop"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 149,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Transfers</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>stop_int</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "          n_Transfers\n",
        "stop_int             \n",
        "0                   2\n",
        "1                   5\n",
        "2                  15\n",
        "3                   6\n",
        "4                   4"
       ]
      },
      "execution_count": 149,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_transfers = transfers[[\"stop_int\", \"stop_int_2\"]].groupby([\"stop_int\"]).nunique().rename(columns={\\\n",
     "                                                                                                           \"stop_int_2\": \"n_Transfers\"}).drop(columns=[\"stop_int\"])\n",
     "distinct_transfers.head(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 150,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "n_Transfers    1337\n",
        "dtype: int64"
       ]
      },
      "execution_count": 150,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "distinct_transfers.count()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "As stop_join contains all stops, while transfer does not we have to join on the side of stop_join"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "And we join the two counts"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 151,
    "metadata": {},
    "outputs": [],
    "source": [
     "stops_df = distinct_transfers.join(stops_join, how=\"right\")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 152,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "n_Transfers    1337\n",
        "n_Routes       1407\n",
        "dtype: int64"
       ]
      },
      "execution_count": 152,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_df.count()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 153,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>n_Transfers</th>\n",
        "      <th>n_Routes</th>\n",
        "      <th>pointer_stop_routes</th>\n",
        "      <th>pointer_transfers</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>stop_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2.0</td>\n",
        "      <td>11</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>5.0</td>\n",
        "      <td>9</td>\n",
        "      <td>11</td>\n",
        "      <td>2.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>15.0</td>\n",
        "      <td>18</td>\n",
        "      <td>20</td>\n",
        "      <td>7.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>6.0</td>\n",
        "      <td>6</td>\n",
        "      <td>38</td>\n",
        "      <td>22.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4.0</td>\n",
        "      <td>23</td>\n",
        "      <td>44</td>\n",
        "      <td>28.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "          n_Transfers  n_Routes  pointer_stop_routes  pointer_transfers\n",
        "stop_int                                                               \n",
        "0                 2.0        11                    0                0.0\n",
        "1                 5.0         9                   11                2.0\n",
        "2                15.0        18                   20                7.0\n",
        "3                 6.0         6                   38               22.0\n",
        "4                 4.0        23                   44               28.0"
       ]
      },
      "execution_count": 153,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_df['pointer_stop_routes'] = stops_df.n_Routes.cumsum().shift(1, fill_value=0)\n",
     "stops_df['pointer_transfers'] = stops_df.n_Transfers.cumsum().shift(1, fill_value=0)\n",
     "stops_df.head(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 154,
    "metadata": {},
    "outputs": [],
    "source": [
     "stops_df['pointer_stop_routes'] = np.where((stops_df[\"n_Routes\"] == 0), None, stops_df['pointer_stop_routes'])\n",
     "stops_df['pointer_transfers'] = np.where((stops_df[\"n_Transfers\"] == 0), None, stops_df['pointer_transfers'])\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Check if there are stops without any transfer or routes, in this case we delete them"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 155,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "n_Transfers             True\n",
        "n_Routes               False\n",
        "pointer_stop_routes    False\n",
        "pointer_transfers       True\n",
        "dtype: bool"
       ]
      },
      "execution_count": 155,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_df.isna().any()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We check the order and get the relevant columns in the right order"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 156,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
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        "\n",
        "    .dataframe tbody tr th {\n",
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        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
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        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>pointer_stop_routes</th>\n",
        "      <th>pointer_transfers</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>stop_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>11</td>\n",
        "      <td>2</td>\n",
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        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>20</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>38</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>44</td>\n",
        "      <td>28</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "         pointer_stop_routes pointer_transfers\n",
        "stop_int                                      \n",
        "0                          0                 0\n",
        "1                         11                 2\n",
        "2                         20                 7\n",
        "3                         38                22\n",
        "4                         44                28"
       ]
      },
      "execution_count": 156,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_df = stops_df[['pointer_stop_routes', 'pointer_transfers']].sort_index()\n",
     "stops_df.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We transform to array and pickle"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 106,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stops_df.pkl','wb') as f: pickle.dump(stops_df, f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[0, 0],\n",
        "       [11, 2],\n",
        "       [20, 7],\n",
        "       ...,\n",
        "       [14879, 6242],\n",
        "       [14910, 6250],\n",
        "       [14915, 6257]], dtype=object)"
       ]
      },
      "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_array = stops_df.to_numpy()\n",
     "stops_array"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1337"
       ]
      },
      "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.size(stops_array, 0)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(1337, 2)"
       ]
      },
      "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_array.shape"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stops_array_cyril.pkl','wb') as f: pickle.dump(stops_array, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### StopRoutes:\n",
     "Structure: [stop0_route1, stop0_route3, stop1_route1, stop2_route1, stop1_route4, …]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We create the right order"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>17</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>116</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>126</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>144</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>169</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   route_int  stop_int\n",
        "0         17         0\n",
        "1        116         0\n",
        "2        126         0\n",
        "3        144         0\n",
        "4        169         0"
       ]
      },
      "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes = stop_times_ordered[[\"route_int\", \"stop_int\"]].drop_duplicates().sort_values([\"stop_int\", \"route_int\"])\n",
     "stop_routes = stop_routes.reset_index(drop=True)\n",
     "stop_routes.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We check we have the right number of routes and stops. It seems correct"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1461"
       ]
      },
      "execution_count": 108,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_curated.route_int.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1461"
       ]
      },
      "execution_count": 109,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes.route_int.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1407"
       ]
      },
      "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes.stop_int.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stop_routes_df_cyril.pkl','wb') as f: pickle.dump(stop_routes, f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([  17,  116,  126, ...,  861,  982, 1087])"
       ]
      },
      "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes_array = stop_routes[\"route_int\"].to_numpy()\n",
     "stop_routes_array"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "15484"
       ]
      },
      "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "np.size(stop_routes_array, 0)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(15484,)"
       ]
      },
      "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes_array.shape"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stop_routes_array_cyril.pkl','wb') as f: pickle.dump(stop_routes_array, f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Transfer:\n",
     "[[[stop0_nameTargetStop1, transferTime1], [stop0_nameTargetStop2, transferTime2],….], [stop1_nameTargetStop1, transferTime1], [stop1_nameTargetStop2, transferTime2],….],…]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We order by stop_int and make sure there are no duplicates"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>stop_int</th>\n",
        "      <th>stop_int_2</th>\n",
        "      <th>walking_time</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>815</td>\n",
        "      <td>267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>1350</td>\n",
        "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>63</td>\n",
        "      <td>470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>242</td>\n",
        "      <td>497</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1</td>\n",
        "      <td>551</td>\n",
        "      <td>27</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   stop_int  stop_int_2  walking_time\n",
        "0         0         815           267\n",
        "1         0        1350           569\n",
        "2         1          63           470\n",
        "3         1         242           497\n",
        "4         1         551            27"
       ]
      },
      "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfer_pandas = transfers[[\"stop_int\",\"stop_int_2\", \"walking_time\"]].sort_values([\"stop_int\", \"stop_int_2\"]).drop_duplicates([\"stop_int\", \"stop_int_2\"])\n",
     "transfer_pandas = transfer_pandas.reset_index(drop=True)\n",
     "transfer_pandas.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We can also see here that not all stops have transfers"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1337"
       ]
      },
      "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfer_pandas.stop_int.nunique()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 67,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/transfer_df_cyril.pkl','wb') as f: pickle.dump(transfer_pandas, f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[ 815,  267],\n",
        "       [1350,  569],\n",
        "       [  63,  470],\n",
        "       ...,\n",
        "       [1113,  382],\n",
        "       [1122,  338],\n",
        "       [1270,  553]])"
       ]
      },
      "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfer_array = transfer_pandas[[\"stop_int_2\", \"walking_time\"]].to_numpy()\n",
     "transfer_array"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 69,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/transfer_array_cyril.pkl','wb') as f: pickle.dump(transfer_array, f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(6264, 2)"
       ]
      },
      "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfer_array.shape"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Check if indexes in stops is correct"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We see first the pointers"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>pointer_stop_routes</th>\n",
        "      <th>pointer_transfers</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>stop_int</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>11</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>20</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>38</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>44</td>\n",
        "      <td>28</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "         pointer_stop_routes pointer_transfers\n",
        "stop_int                                      \n",
        "0                          0                 0\n",
        "1                         11                 2\n",
        "2                         20                 7\n",
        "3                         38                22\n",
        "4                         44                28"
       ]
      },
      "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stops_df.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We see that at the index 2 there should be a new stop. we check and it is false"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>stop_int</th>\n",
        "      <th>stop_int_2</th>\n",
        "      <th>walking_time</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>815</td>\n",
        "      <td>267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>1350</td>\n",
        "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>63</td>\n",
        "      <td>470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>242</td>\n",
        "      <td>497</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1</td>\n",
        "      <td>551</td>\n",
        "      <td>27</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   stop_int  stop_int_2  walking_time\n",
        "0         0         815           267\n",
        "1         0        1350           569\n",
        "2         1          63           470\n",
        "3         1         242           497\n",
        "4         1         551            27"
       ]
      },
      "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "transfer_pandas.head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We see that at index 11 we should have a new stop. we check and it true"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>stop_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>188440</td>\n",
        "      <td>1054</td>\n",
        "      <td>0</td>\n",
        "      <td>8502508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>3978</td>\n",
        "      <td>41</td>\n",
        "      <td>1</td>\n",
        "      <td>8503078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>27727</td>\n",
        "      <td>150</td>\n",
        "      <td>1</td>\n",
        "      <td>8503078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>66638</td>\n",
        "      <td>432</td>\n",
        "      <td>1</td>\n",
        "      <td>8503078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>159937</td>\n",
        "      <td>872</td>\n",
        "      <td>1</td>\n",
        "      <td>8503078</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "     index  route_int  stop_int  stop_id\n",
        "10  188440       1054         0  8502508\n",
        "11    3978         41         1  8503078\n",
        "12   27727        150         1  8503078\n",
        "13   66638        432         1  8503078\n",
        "14  159937        872         1  8503078"
       ]
      },
      "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes.loc[10:15].head(5)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We check a couple of times also if route_stops and stops_routes are coherent. Meaning that for a given route both dataframes must have the same stops"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1880</th>\n",
        "      <td>200</td>\n",
        "      <td>168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4982</th>\n",
        "      <td>200</td>\n",
        "      <td>434</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5608</th>\n",
        "      <td>200</td>\n",
        "      <td>504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8038</th>\n",
        "      <td>200</td>\n",
        "      <td>715</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15000</th>\n",
        "      <td>200</td>\n",
        "      <td>1365</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "       route_int  stop_int\n",
        "1880         200       168\n",
        "4982         200       434\n",
        "5608         200       504\n",
        "8038         200       715\n",
        "15000        200      1365"
       ]
      },
      "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_routes.loc[stop_routes['route_int'] == 200]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_int</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2085</th>\n",
        "      <td>200</td>\n",
        "      <td>168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2086</th>\n",
        "      <td>200</td>\n",
        "      <td>1365</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2087</th>\n",
        "      <td>200</td>\n",
        "      <td>504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2088</th>\n",
        "      <td>200</td>\n",
        "      <td>434</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2089</th>\n",
        "      <td>200</td>\n",
        "      <td>715</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "      route_int  stop_int\n",
        "2085        200       168\n",
        "2086        200      1365\n",
        "2087        200       504\n",
        "2088        200       434\n",
        "2089        200       715"
       ]
      },
      "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "route_stops.loc[route_stops['route_int'] == 200]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We also check if it cohrent with our original stop_times. It is."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>index</th>\n",
        "      <th>route_id</th>\n",
        "      <th>stop_id_general</th>\n",
        "      <th>trip_id</th>\n",
        "      <th>stop_id</th>\n",
        "      <th>arrival_time</th>\n",
        "      <th>departure_time</th>\n",
        "      <th>stop_sequence</th>\n",
        "      <th>stop_name</th>\n",
        "      <th>stop_lat</th>\n",
        "      <th>stop_lon</th>\n",
        "      <th>trip_headsign</th>\n",
        "      <th>trip_short_name</th>\n",
        "      <th>direction_id</th>\n",
        "      <th>departure_first_stop</th>\n",
        "      <th>route_int</th>\n",
        "      <th>stop_count</th>\n",
        "      <th>stop_int</th>\n",
        "      <th>route_desc</th>\n",
        "      <th>monotonically_increasing_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>32867</th>\n",
        "      <td>167649</td>\n",
        "      <td>26-303-j19-1</td>\n",
        "      <td>8590805</td>\n",
        "      <td>532.TA.26-303-j19-1.7.R</td>\n",
        "      <td>8590805</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>1</td>\n",
        "      <td>Schlieren, Zentrum/Bahnhof</td>\n",
        "      <td>47.398240</td>\n",
        "      <td>8.447101</td>\n",
        "      <td>Killwangen, Bahnhof</td>\n",
        "      <td>3555</td>\n",
        "      <td>1</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>200</td>\n",
        "      <td>5</td>\n",
        "      <td>168</td>\n",
        "      <td>Bus</td>\n",
        "      <td>206158431453</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32868</th>\n",
        "      <td>167650</td>\n",
        "      <td>26-303-j19-1</td>\n",
        "      <td>8590794</td>\n",
        "      <td>532.TA.26-303-j19-1.7.R</td>\n",
        "      <td>8590794</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>19:55:00</td>\n",
        "      <td>2</td>\n",
        "      <td>Schlieren, Kesslerstrasse</td>\n",
        "      <td>47.396379</td>\n",
        "      <td>8.438873</td>\n",
        "      <td>Killwangen, Bahnhof</td>\n",
        "      <td>3555</td>\n",
        "      <td>1</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>200</td>\n",
        "      <td>5</td>\n",
        "      <td>1365</td>\n",
        "      <td>Bus</td>\n",
        "      <td>206158431454</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32869</th>\n",
        "      <td>167651</td>\n",
        "      <td>26-303-j19-1</td>\n",
        "      <td>8590797</td>\n",
        "      <td>532.TA.26-303-j19-1.7.R</td>\n",
        "      <td>8590797</td>\n",
        "      <td>19:56:00</td>\n",
        "      <td>19:56:00</td>\n",
        "      <td>3</td>\n",
        "      <td>Schlieren, Reitmen</td>\n",
        "      <td>47.397109</td>\n",
        "      <td>8.433384</td>\n",
        "      <td>Killwangen, Bahnhof</td>\n",
        "      <td>3555</td>\n",
        "      <td>1</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>200</td>\n",
        "      <td>5</td>\n",
        "      <td>504</td>\n",
        "      <td>Bus</td>\n",
        "      <td>206158431455</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32870</th>\n",
        "      <td>167652</td>\n",
        "      <td>26-303-j19-1</td>\n",
        "      <td>8590801</td>\n",
        "      <td>532.TA.26-303-j19-1.7.R</td>\n",
        "      <td>8590801</td>\n",
        "      <td>19:58:00</td>\n",
        "      <td>19:58:00</td>\n",
        "      <td>4</td>\n",
        "      <td>Schlieren, Steinacker</td>\n",
        "      <td>47.396179</td>\n",
        "      <td>8.426377</td>\n",
        "      <td>Killwangen, Bahnhof</td>\n",
        "      <td>3555</td>\n",
        "      <td>1</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>200</td>\n",
        "      <td>5</td>\n",
        "      <td>434</td>\n",
        "      <td>Bus</td>\n",
        "      <td>206158431456</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32871</th>\n",
        "      <td>167653</td>\n",
        "      <td>26-303-j19-1</td>\n",
        "      <td>8590840</td>\n",
        "      <td>532.TA.26-303-j19-1.7.R</td>\n",
        "      <td>8590840</td>\n",
        "      <td>19:59:00</td>\n",
        "      <td>19:59:00</td>\n",
        "      <td>5</td>\n",
        "      <td>Urdorf, Luberzen</td>\n",
        "      <td>47.393813</td>\n",
        "      <td>8.423377</td>\n",
        "      <td>Killwangen, Bahnhof</td>\n",
        "      <td>3555</td>\n",
        "      <td>1</td>\n",
        "      <td>19:53:00</td>\n",
        "      <td>200</td>\n",
        "      <td>5</td>\n",
        "      <td>715</td>\n",
        "      <td>Bus</td>\n",
        "      <td>206158431457</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "        index      route_id  stop_id_general                  trip_id  \\\n",
        "32867  167649  26-303-j19-1          8590805  532.TA.26-303-j19-1.7.R   \n",
        "32868  167650  26-303-j19-1          8590794  532.TA.26-303-j19-1.7.R   \n",
        "32869  167651  26-303-j19-1          8590797  532.TA.26-303-j19-1.7.R   \n",
        "32870  167652  26-303-j19-1          8590801  532.TA.26-303-j19-1.7.R   \n",
        "32871  167653  26-303-j19-1          8590840  532.TA.26-303-j19-1.7.R   \n",
        "\n",
        "       stop_id arrival_time departure_time  stop_sequence  \\\n",
        "32867  8590805     19:53:00       19:53:00              1   \n",
        "32868  8590794     19:55:00       19:55:00              2   \n",
        "32869  8590797     19:56:00       19:56:00              3   \n",
        "32870  8590801     19:58:00       19:58:00              4   \n",
        "32871  8590840     19:59:00       19:59:00              5   \n",
        "\n",
        "                        stop_name   stop_lat  stop_lon        trip_headsign  \\\n",
        "32867  Schlieren, Zentrum/Bahnhof  47.398240  8.447101  Killwangen, Bahnhof   \n",
        "32868   Schlieren, Kesslerstrasse  47.396379  8.438873  Killwangen, Bahnhof   \n",
        "32869          Schlieren, Reitmen  47.397109  8.433384  Killwangen, Bahnhof   \n",
        "32870       Schlieren, Steinacker  47.396179  8.426377  Killwangen, Bahnhof   \n",
        "32871            Urdorf, Luberzen  47.393813  8.423377  Killwangen, Bahnhof   \n",
        "\n",
        "       trip_short_name  direction_id departure_first_stop  route_int  \\\n",
        "32867             3555             1             19:53:00        200   \n",
        "32868             3555             1             19:53:00        200   \n",
        "32869             3555             1             19:53:00        200   \n",
        "32870             3555             1             19:53:00        200   \n",
        "32871             3555             1             19:53:00        200   \n",
        "\n",
        "       stop_count  stop_int route_desc  monotonically_increasing_id  \n",
        "32867           5       168        Bus                 206158431453  \n",
        "32868           5      1365        Bus                 206158431454  \n",
        "32869           5       504        Bus                 206158431455  \n",
        "32870           5       434        Bus                 206158431456  \n",
        "32871           5       715        Bus                 206158431457  "
       ]
      },
      "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "stop_times_curated.loc[stop_times_curated['route_int'] == 200]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Pickle Check\n",
     "If files can be read from pickle"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 158,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/stop_times_array_cyril.pkl','rb') as f: arrayname1 = pickle.load(f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 159,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/routes_array_cyril.pkl','rb') as f: arrayname2 = pickle.load(f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 160,
    "metadata": {},
    "outputs": [],
    "source": [
     "with open('../data/route_stops_array_cyril.pkl','rb') as f: arrayname3 = pickle.load(f)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 161,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[                          'NaT', '2020-05-23T07:00:00.000000000'],\n",
        "       ['2020-05-23T07:01:00.000000000', '2020-05-23T07:01:00.000000000'],\n",
        "       ['2020-05-23T07:02:00.000000000', '2020-05-23T07:02:00.000000000'],\n",
        "       ...,\n",
        "       ['2020-05-23T07:35:00.000000000', '2020-05-23T07:35:00.000000000'],\n",
        "       ['2020-05-23T07:36:00.000000000', '2020-05-23T07:36:00.000000000'],\n",
        "       ['2020-05-23T07:37:00.000000000',                           'NaT']],\n",
        "      dtype='datetime64[ns]')"
       ]
      },
      "execution_count": 161,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "arrayname1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 162,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([[     1,     26,      0,      0],\n",
        "       [     1,      8,     26,     26],\n",
        "       [     1,     17,     34,     34],\n",
        "       ...,\n",
        "       [     1,      3,  15297, 260396],\n",
        "       [     2,     16,  15300, 260399],\n",
        "       [     1,     28,  15316, 260431]])"
       ]
      },
      "execution_count": 162,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "arrayname2"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 163,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "array([1221,  816,  776, ..., 1349, 1037,  552])"
       ]
      },
      "execution_count": 163,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "arrayname3"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.6"
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  "nbformat": 4,
  "nbformat_minor": 4
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